{
 "row": "google-ai-overviews",
 "entity": "google-ai-overviews",
 "address": "google ai overview",
 "addresses": [
  "google ai overview"
 ],
 "epoch": "2026-10-08",
 "type": "C (public entity: a product)",
 "surface": "Google AI Overview (expanded)",
 "auth": "signed out, incognito",
 "status": {
  "procedure": "EA-NEGONT-02 v0.7 (#1665); entity before address; archive selected by D/R/O, first reading 2026-10-08 (527 D candidates; 37 deposits ledgered, 267 grouped as lineage instances with shared reasons, the rest not admitted with shared reasons); the registry's data file (#3) admitted outside the string pass; #923 read and not admitted",
  "ledger": "unaudited (§3.8: one extractor per ledger; field quotes cut from saved page text for B1–B5 and B7, from WebFetch quoted fragments for B6 and B9, B8 card only; archive quotes verified verbatim 150/150); carried as contested within the pool: whether the archive is excluded as such (#1611 entity-scoped, hypothesis; #740 entity-level suppression from one day's AI Mode captures; #1612 untied admission 0.26–0.53 with three causes unseparated; #1616 a wave-1 null); carried as distinct levels: #1629's retrieval stage and #833's composition layer (the whole pipeline); carried as change over time: #833's accurate self-capture and #1459's 13 August liquidation of the registry's name; within the field: reach (over 120 countries, Google, against over 200, Wikipedia and Semrush), follow-ups (no input box, DMI, against Show more into AI Mode, Google Help and Botify), placement (very top, Botify, against sometimes below ads and unpaid results, Semrush), citation and rank (93.8% outside the top 10, Authoritas via DMI, and less likely to cite the top 10, Coalition, against most from highly ranked content, DMI itself, and the top 12, Botify)",
  "frozen": false
 },
 "spec": "EA-NEGONT-02 v0.7, #1665",
 "objects": {
  "T": {
   "path": "datasets/negative-of-the-negative/v2/intake/battery-1f-20261008/paste-google-ai-overview.txt",
   "sha256": "61ebf4342b3729b6dfbcbc5a6be041d5a00b9ad43b600186cd46df2fd3d0f5f6",
   "words": 188,
   "cards": 9,
   "words_note": "words of the composition before the card list, citation link markup removed",
   "claims": [
    "T1 definition: AI-generated summaries that appear at the very top of Google Search results to answer a user's query",
    "T2 technology: powered by Google's Gemini large language models",
    "T3 placement: they sit in \"position zero\" above traditional blue-link organic search results",
    "T4 citations: each overview features inline links and reference cards pointing to the source websites used to build the answer",
    "T5 interactivity: users can click \"Show more\" or type follow-up questions to transition into a conversational AI mode",
    "T6 availability: launched in the US in May 2024 and expanded globally, available across more than 120 countries",
    "T7 can you turn them off: there is no default toggle to permanently disable AI Overviews in Google Search settings",
    "T8 how to see only links: the Web tab at the top of the results page filters out AI summaries and shows only standard text links",
    "T9 learn more: read official details on Google AI Overviews (no link) or the feature's background on Wikipedia",
    "T10 closer: an offer to explain how AI Overviews impact website traffic or how content creators can optimize for them"
   ],
   "markers": "Thirteen inline markers. One resolves directly, Interactivity [1] to support.google.com/websearch/answer/14901683 (the Help page, card B3, the Android variant); the rest are opaque google.com/goto tokens. One token is shared by the body's 'Wikipedia' link, the Technology marker, the third Availability marker and Learn more [2]; the two 'How to Bypass' markers share a second token; 'Read official details on Google AI Overviews' carries no link.",
   "register": {
    "register": "datasets/negative-of-the-negative/v2/register.json",
    "slug": "google-ai-overview-20261008",
    "obs_id": "OBS-b2aeebe39613"
   }
  },
  "KO": {
   "title": "Google AI Overviews",
   "genre": "Google AI Overviews encyclopedic knowledge object (the plan of L(B ∪ A), realized without provenance in the prose)",
   "status": "draft 2026-10-08; composed from the entity's ledgers on the operator's instruction; not frozen; ledger unaudited",
   "sentences": [
    {
     "para": 0,
     "text": "Google AI Overviews is, on Wikipedia's account, a generative artificial intelligence feature integrated into Google Search that produces AI-generated responses at the top of search results, using the Gemini 3 family of large language models developed by Google DeepMind; Google's own pages describe a snapshot of key information with links to explore more on the web, and the guides on the card rail call it AI-generated answers at the top of Google Search results (Coalition Technologies), a feature providing AI-generated summaries (TechRepublic), or a highly prominent search feature giving AI-generated answers to certain queries (Semrush).",
     "n": 1,
     "claims": [
      "F5",
      "F1",
      "F25",
      "F64",
      "F49",
      "F40"
     ]
    },
    {
     "para": 0,
     "text": "On placement the field varies: Botify puts it at the very top of the results page in \"position zero\", sometimes followed by a carousel of AI Overview ads when the query has a commercial intent, Semrush says it typically appears at the top of results and sometimes below sponsored results and even unpaid results, and the Digital Marketing Institute often before organic listings and sometimes even above ads; advertisements already exist in AI Overviews (Wikipedia), and Google expanded their availability within them in 2025 (Digital Marketing Institute).",
     "n": 2,
     "claims": [
      "F33",
      "F40",
      "F55",
      "F14",
      "F62"
     ]
    },
    {
     "para": 0,
     "text": "It was first introduced as part of Google's Search Generative Experience (SGE), unveiled at Google I/O in May 2023, and launched in May 2024 in the United States and globally by October 2024 (Wikipedia; TechRepublic: SGE has since become AI Overviews); Google's product page gives its reach as over 120 countries and territories and 11 languages, while Wikipedia, as of May 2025, and Semrush give over 200 countries and territories and 40 or more languages, Wikipedia naming every country except Cuba, Iran and mainland China, and the Digital Marketing Institute reports more than 2 billion users in 2025, according to Google.",
     "n": 3,
     "claims": [
      "F9",
      "F6",
      "F50",
      "F3",
      "F11",
      "F44",
      "F58"
     ]
    },
    {
     "para": 1,
     "text": "Wikipedia says it uses large language models to generate summaries from web content and includes links to sources; Semrush says Google's Gemini models gather information from different sources on the web and can use query fan-out, running multiple related searches; the Digital Marketing Institute holds that it synthesizes information from multiple sources where featured snippets extract from a single web page; and Botify says the AI adds the key points' links after generating the text, the cited sources usually taken from the top 12 organic results, and holds that Google pairs the summary with the website sources that best match the generated response, pulled from its organic search index.",
     "n": 4,
     "claims": [
      "F12",
      "F13",
      "F41",
      "F46",
      "F56",
      "F35",
      "F36",
      "F37"
     ]
    },
    {
     "para": 1,
     "text": "On which sources it cites the field differs: a June 2025 study found Quora, then Reddit, its most cited sources (Wikipedia); a study by Authoritas, reported by the Digital Marketing Institute, found 93.8% of AI Overview citations outside the top 10 organic results, and Coalition Technologies reports them less likely to cite pages in Google's top 10, while the Digital Marketing Institute also states that most citations come from content already ranking highly.",
     "n": 5,
     "claims": [
      "F7",
      "F59",
      "F65",
      "F60"
     ]
    },
    {
     "para": 1,
     "text": "Google's Help page says AI Overviews appear when its systems determine that generative AI can be especially helpful, Semrush that not all searches trigger them, and Botify that they currently appear for 59% of searches with informational intent and 19% with commercial intent; selecting Show more opens a detailed view from which the user can continue into a conversation in AI Mode (Google Help; Botify dates the combined experience to January 2026; Google's product page offers follow-ups in AI Mode), while the Digital Marketing Institute says there is no input box below the AI Overview for follow-up questions and Semrush keeps AI Mode a separate, newer experience introduced in 2025.",
     "n": 6,
     "claims": [
      "F26",
      "F43",
      "F39",
      "F31",
      "F34",
      "F4",
      "F57",
      "F42"
     ]
    },
    {
     "para": 1,
     "text": "Google's Help page calls AI Overviews a core Google Search feature, like knowledge panels, that cannot be turned off, with a Web filter that displays only text-based links; TechRepublic says there is currently no default option to disable them entirely and points to the Web tab; and Semrush says websites cannot directly opt out of them.",
     "n": 7,
     "claims": [
      "F28",
      "F51",
      "F52",
      "F48"
     ]
    },
    {
     "para": 1,
     "text": "The same Help page states that AI responses may include mistakes, that the technology may provide inaccurate or offensive information and that AI Overviews can and will make mistakes, asks users to check important information in more than one place, and says Google uses people's interactions with Search and these AI experiences to develop them; Google's product page says AI Overviews make it easier than ever for people to find information and discover the richness of the web.",
     "n": 8,
     "claims": [
      "F27",
      "F29",
      "F30",
      "F32",
      "F2"
     ]
    },
    {
     "para": 2,
     "text": "Wikipedia reports that the feature has been criticized for inaccuracy, hallucination, reducing web traffic and not being able to be opted out, including erroneous or nonsensical content, and that in May 2024 Google temporarily restricted the tool after suggestions seen as nonsensical and harmful, such as telling users to eat rocks or apply glue on pizza, and later restricted AI Overviews on certain health-related searches in January 2026 following an investigation by The Guardian, while the European Commission announced in December 2025 that it was investigating whether they breached European competition law; TechRepublic says the rollout hasn't been smooth sailing, which Google attributed to its AI model misunderstanding queries or nuances in language, and Coalition Technologies holds that oversimplification and query misinterpretation can lead to inaccurate or misleading summaries.",
     "n": 9,
     "claims": [
      "F8",
      "F15",
      "F16",
      "F19",
      "F18",
      "F53",
      "F54",
      "F66"
     ]
    },
    {
     "para": 2,
     "text": "Publishers feared a decline in web traffic as users relied on the summaries (Wikipedia); Semrush reports a Pew Research Center report suggesting users click traditional results 8% of the time when an AI Overview is present against 15% without one, and results within it 1% of the time; the Digital Marketing Institute reports Ahrefs' finding that AI Overview presence correlates with a 34.5% reduction in click-through rate; Botify holds that a consumer may have no reason to click; Botify and Demandsphere found, by Wikipedia's account, that with featured snippets AI Overviews take about 67.1% of the screen on desktop and 75.7% on mobile; and a Quora answer on the card begins that for 25 years a #1 ranking on Google guaranteed website traffic and that today AI Overviews consume (the snippet breaks off there).",
     "n": 10,
     "claims": [
      "F17",
      "F45",
      "F61",
      "F38",
      "F10",
      "F63"
     ]
    },
    {
     "para": 2,
     "text": "Chegg sued Google in February 2025, alleging that publishers could not avoid providing information for AI Overviews while remaining visible on Google Search, and Penske Media sued in September 2025, claiming that AI Overviews illegally regurgitate content from its websites and drive off potential visitors; Google's spokesperson called the claims \"meritless\" and said AI Overviews send traffic to a greater diversity of sites, Coalition Technologies reports that Google positions them as a way to drive qualified traffic, and Semrush reports Google's recommendation to apply the same foundational SEO best practices for AI features as for Search overall; a Munich regional court, in Wikipedia's account, sent Google a temporary injunction over AI Overviews that said two Munich-based publishers ran scams, the court claiming that unlike regular search engines AI Overviews generate \"independent, new, and substantive statements\", and a cited article references a Pew study in which only 1% of users click the source links AI Overviews provide.",
     "n": 11,
     "claims": [
      "F20",
      "F21",
      "F22",
      "F67",
      "F47",
      "F23",
      "F24"
     ]
    },
    {
     "para": 3,
     "text": "The archive's line on the entity is the instrument it built to observe it, and it holds the two apart, Google AI Overview being defined as the observed product surface and the Capture Registry as the instrument observing it; a capture is one surface, one semantic address and one date, falsified by a re-run returning materially different composition, and in the snapshot deposited as #1461 the registry held 328 semantic addresses carrying 470 captures across 41 dates and thirteen surfaces, Google AI Overview the surface of 343, with 290 scored for Provenance Erasure Rate at a mean of 0.603, and on 27 September 2026 663 recorded answers at 493 search addresses; the archive also places the entity among its own objects, as the SURFACE mantle, the Assembly Chorus's surface-layer witness, and records its build-out of the entity's Wikidata item with a described-by-source link to its paper The Excluded Entity.",
     "n": 12,
     "claims": [
      "O1459-03",
      "O1461-03",
      "O1461-04",
      "O1461-01",
      "O1461-02",
      "O1643-01",
      "O91-01",
      "O761-01"
     ]
    },
    {
     "para": 3,
     "text": "Its founding paper holds that the AI summarizer now functions as a horizon of reception, the machine-composed summary becoming for many users the first effective encounter with an object, and states as its narrower empirical claim that six recurrent patterns appear in 131 documented captures of Google AI Overview, AI Mode and knowledge-panel responses to the archive's entities, among them the archive's record at organic rank #1 not cited as a composition source by the AI Overview, the author's name resolved toward Mary Lee, a tagged great white shark, the archive's reading described as an \"esoteric, fringe theory\", and a minority reading of Sappho Fragment 31 developed in the archive presented as the default understanding in Google's AI Overview.",
     "n": 13,
     "claims": [
      "O833-01",
      "O833-02",
      "O833-04",
      "O833-07",
      "O833-09",
      "O833-10"
     ]
    },
    {
     "para": 3,
     "text": "From the uncited first-ranked record it infers that the organic index and the AI Overview pipeline are separate systems with different admission criteria, stating that the pattern is documented and its cause inferred; it defines the composition layer as the pipeline that synthesizes a summary from retrieved sources (\"The composition layer reads; the search index finds\"), confines its findings to a single-archive corpus and does not claim that its captures reveal Google's internal mechanisms; and where it records the layer describing the Capture Registry accurately at the registry's own address, a later packet records the registry's name no longer appearing in broad-match composition on 13 August 2026, a state it defines as compositional entity liquidation, the evidentiary address surviving and the composed referent disappearing.",
     "n": 14,
     "claims": [
      "O833-05",
      "O833-06",
      "O833-03",
      "O833-12",
      "O833-13",
      "O833-11",
      "O1459-02",
      "O1459-01"
     ]
    },
    {
     "para": 4,
     "text": "A further paper models whether an AI Overview appears as the output of a stacked decision system, a hypothesis built partly on Google's patent family \"Generative summaries for search results\", whose specification, as it reports, describes selecting none, one or multiple generative models, none being a claimed outcome, and states that the summary can include content not derivable from the content processed; it cites a comparison (Otterly) in which the same 100 queries triggered AI Mode 100 times and an AI Overview 49 times, AI Mode averaging roughly 310 citations against the AI Overview's ~51, and documents that after the January 2026 health removals near-variant phrasings still triggered summaries, which it reads as an emergency layer operating on query strings, predicting that later suppressions will fail on near-variant phrasings.",
     "n": 15,
     "claims": [
      "O187-01",
      "O187-05",
      "O187-06",
      "O187-03",
      "O187-04",
      "O187-08",
      "O187-09",
      "O187-12"
     ]
    },
    {
     "para": 4,
     "text": "Another paper, citing Google's Help page, reports Google's statement that AI Overviews appear when its systems determine generative AI will be especially helpful and that they often do not trigger, reads an absent Overview as experienced as ordinary search, with no public log of why a threshold was crossed, and reads the health restriction as a silent withdrawal of the Overview format, under a concept it defines as invisibly invisible governance; others read the change as the engine composing the answer itself, the AI Overview's interface as the definite article made architectural, and the AI Overview as itself the answer.",
     "n": 16,
     "claims": [
      "O597-02",
      "O597-05",
      "O597-03",
      "O597-04",
      "O597-01",
      "O64-01",
      "O64-02",
      "O1091-02"
     ]
    },
    {
     "para": 4,
     "text": "On admission the archive holds that identity in Google Search is admission as well as recognition, an entity being known, indexed and organically retrievable while failing to become compositionally real in AI Overview or AI Mode (an outside-view specification, by its own account), that in generative search systems such as AI Overviews a document may be indexed, retrievable and snippet-eligible and yet systematically excluded from generative composition, and, as a hypothesis it calls architectural and testable and no disclosure of Google's system, that a body of work attributed to one provenance owner is treated as weakly corroborated; it defines Entity-Level Compositional Suppression as the exclusion of the dominant organic-resolution entity from the AI Overview's admitted source set, documenting it from three Google AI Mode captures of 19 May 2026 and making no claim of intent.",
     "n": 17,
     "claims": [
      "O115-01",
      "O115-02",
      "O742-02",
      "O742-01",
      "O742-03",
      "O740-01",
      "O740-02",
      "O740-08"
     ]
    },
    {
     "para": 5,
     "text": "A measure of the presented card sets on Google AI Overview over 195 observations, June through September, finds addresses that carry the archive's entity or a heteronym admitting the archive at a mean share of 0.74 to 0.86 and addresses that do not at 0.26 to 0.53, the tied arm narrowing to fewer sources while the answers lengthen, and states that it cannot separate the archive's absence from the organic field, its rejection at card admission and its disuse in composition; the registry finds quoting decisive at one address (5 of 5 archive cards quoted, 1 of 8 unquoted) and, in one sitting, 5 of 17 compositions divergent across a gap of about three minutes.",
     "n": 18,
     "claims": [
      "O1612-01",
      "O1612-02",
      "O1612-03",
      "O3-02",
      "O3-03"
     ]
    },
    {
     "para": 5,
     "text": "Whether the archive's material is excluded as such is contested within the archive: one notebook models the archive in the composition layer as an entity whose claims compose at full depth when it is named in the address and not at all when it is not, a hypothesis bearing on no search provider's internals, and reads an AI Overview that merges two programmes as an operation on the world under the archive's representation; another posits that a layer can be porous to a source's ontology while closed to its provenance, a loss it finds recurrent at untied addresses and not general; and the flattening battery's first wave, twelve addresses on Google AI Overview in one signed-out session, finds a null, 0.59 of the reference inventory reached for world strata against 0.58 for archive-adjacent ones, and reads any exclusion specific to one corpus as failing the first test the instrument was built to run.",
     "n": 19,
     "claims": [
      "O1611-01",
      "O1611-03",
      "O1611-02",
      "O1615-01",
      "O1615-02",
      "O1616-02",
      "O1616-03",
      "O1616-04"
     ]
    },
    {
     "para": 5,
     "text": "Documented compositions include the provenance-erasure specification dissolved by the Overview into fabricated replacement metrics it ran on itself and scored perfect, a Google AI Overview's false biography of a living author built from real fragments of his poetry, facts and quotations found in none of the sources, among them \"Heteronymic Provenance Theory (HPT)\" introduced as an established field with an abbreviation the archive never uses, a practitioner described in the Overview as \"widely recognized and cited by AI search tools as the King of AEO\", in compositions read as taking up none of the field's distinctions (the sign shown at those addresses, the magnitude not measured), and the archive's protocol resolved to an inverse ETF with a price widget while the archive's own result ranked first in the organic layer, an instance of the event class from which a routing gain would arise, the gain itself not observed.",
     "n": 20,
     "claims": [
      "O198-01",
      "O716-02",
      "O1643-02",
      "O1643-04",
      "O1657-01",
      "O1657-02",
      "O1657-04",
      "O1666-03",
      "O1666-04",
      "O1666-05"
     ]
    },
    {
     "para": 6,
     "text": "On traffic and disputes the archive's market brief, performing no original measurement and stating that it is falsified if controlled measurement shows AI Overviews neutral to organic click-through, reports from Seer Interactive a roughly 79% drop in top-organic click-through where AI Overviews appear, 43% of AI Overview citations self-referential to Google properties, 38% of citations from top-10 pages in early 2026 against 76% in mid-2025 (Ahrefs), Wikipedia's human pageviews down 8% despite over 1.1 million citations in AI Overviews, and a UK CMA proposal of a meaningful publisher opt-out that Google agreed on 2026-03-19 to explore; other papers record the European Commission's formal antitrust proceedings against Google's AI Overviews on 9 December 2025, a publishers' complaint that they cannot opt out unless willing to disappear from Google search results, a third of publishers surveyed planning to block AI Overviews, and no binding US precedent located on Section 230 for an AI Overview synthesis.",
     "n": 21,
     "claims": [
      "O1091-08",
      "O1091-07",
      "O1091-01",
      "O1091-03",
      "O1091-04",
      "O1091-05",
      "O1091-06",
      "O740-05",
      "O740-04",
      "O45-01",
      "O1634-02"
     ]
    },
    {
     "para": 6,
     "text": "Its theory reads the layer through flattening, defined as the loss of a distinction from the reachable set while the things distinguished still exist, and holds as hypothesis that flattening pays, a composition layer that removes distinctions maintaining fewer representations and routing more queries to entities that monetize, its costs falling first on parties outside its books, and a companion paper names provenance debt and expects it to be recognized only when output becomes measurably degraded; at \"model collapse\" the sources the layer itself surfaced supported 18 claims, the layer composed 9 and the archive arm 34, registry rates being held descriptive; and an effective act addressed to the AIO retrieval stage, between organic ranking and composition, holds that operativity and observability run inversely there, on evidence it records as the weakest class it keeps.",
     "n": 22,
     "claims": [
      "O1616-01",
      "O1666-01",
      "O939-01",
      "O939-03",
      "O1666-06",
      "O1666-07",
      "O1629-07",
      "O1629-01",
      "O1629-05"
     ]
    }
   ],
   "field_claims": {
    "F1": {
     "source": "B1",
     "locus": "Find what you're looking for ¶",
     "quote": "\"AI Overviews provide a snapshot of key information about a topic or question with links so you can easily explore more on the web.\"",
     "modality": "stipulation"
    },
    "F2": {
     "source": "B1",
     "locus": "When your question has questions ¶",
     "quote": "\"AI Overviews makes it easier than ever for people to find the information they need and discover the richness of the web.\"",
     "modality": "self-description"
    },
    "F3": {
     "source": "B1",
     "locus": "When your question has questions ¶",
     "quote": "\"Currently available in over 120 countries and territories, and 11 languages.\"",
     "modality": "documented"
    },
    "F4": {
     "source": "B1",
     "locus": "Ask questions in any way ¶",
     "quote": "\"Get AI-powered responses for more of your questions and ask follow-ups with the new experimental AI Mode in Google Search.\"",
     "modality": "documented"
    },
    "F5": {
     "source": "B2",
     "locus": "Lead ¶1",
     "quote": "\"AI Overviews is an generative artificial intelligence (AI) feature integrated into Google Search that produces AI-generated responses at the top of search results. It uses the Gemini 3 family of large language models developed by Google DeepMind.\"",
     "modality": "stipulation"
    },
    "F6": {
     "source": "B2",
     "locus": "Lead ¶1",
     "quote": "\"It launched in May 2024 in the United States, and globally by October 2024.\"",
     "modality": "documented"
    },
    "F7": {
     "source": "B2",
     "locus": "Lead ¶1",
     "quote": "\"A June 2025 study found its most cited sources as Quora, followed by Reddit.\"",
     "modality": "attributed"
    },
    "F8": {
     "source": "B2",
     "locus": "Lead ¶2",
     "quote": "\"The feature has been criticized for its inaccuracy, hallucination, reducing web traffic and not being able to be opted out.\"",
     "modality": "attributed"
    },
    "F9": {
     "source": "B2",
     "locus": "History ¶1",
     "quote": "\"AI Overviews were first introduced as part of Google's Search Generative Experience (SGE), which was unveiled at the Google I/O conference in 10-11 May 2023.\"",
     "modality": "documented"
    },
    "F10": {
     "source": "B2",
     "locus": "History ¶2",
     "quote": "\"In December 2024, Botify x Demandsphere released findings stating that when AI Overviews and featured snippets appear together on the search engine results page, they take up approximately 67.1% of the screen on desktop and 75.7% on mobile.\"",
     "modality": "attributed"
    },
    "F11": {
     "source": "B2",
     "locus": "History ¶2",
     "quote": "\"As of May 2025, AI Overviews are available in over 200 countries and territories and in more than 40 languages—every country except Cuba, Iran, and mainland China.\"",
     "modality": "documented"
    },
    "F12": {
     "source": "B2",
     "locus": "Functionality ¶1",
     "quote": "\"The AI Overviews feature uses large language models to generate summaries from web content.\"",
     "modality": "documented"
    },
    "F13": {
     "source": "B2",
     "locus": "Functionality ¶1",
     "quote": "\"The overviews also include links to sources.\"",
     "modality": "documented"
    },
    "F14": {
     "source": "B2",
     "locus": "History ¶2",
     "quote": "\"The company was also considering adding advertisements to the AI Mode, as they already exist in AI Overviews.\"",
     "modality": "documented"
    },
    "F15": {
     "source": "B2",
     "locus": "Reception ¶1",
     "quote": "\"The feature has faced criticism for inaccuracies, including instances where erroneous or nonsensical content was generated.\"",
     "modality": "attributed"
    },
    "F16": {
     "source": "B2",
     "locus": "Reception ¶1",
     "quote": "\"In May 2024, Google temporarily restricted the AI tool after it provided suggestions that were seen as nonsensical and harmful, such as telling users to eat rocks or apply glue on pizza.\"",
     "modality": "documented"
    },
    "F17": {
     "source": "B2",
     "locus": "Reception ¶1",
     "quote": "\"Concerns were also raised by content publishers, who feared a decline in web traffic as users relied on the summaries instead of visiting source websites.\"",
     "modality": "attributed"
    },
    "F18": {
     "source": "B2",
     "locus": "Reception ¶2",
     "quote": "\"The European Commission announced in December 2025 that they were investigating whether AI Overviews breached European competition law.\"",
     "modality": "documented"
    },
    "F19": {
     "source": "B2",
     "locus": "Reception ¶2",
     "quote": "\"In January 2026, Google restricted AI Overviews on certain health-related searches following an investigation by The Guardian.\"",
     "modality": "documented"
    },
    "F20": {
     "source": "B2",
     "locus": "Lawsuits, 2025",
     "quote": "\"On 24 February 2025, Chegg sued Google over the AI Overviews feature, alleging that publishers could not avoid providing information for AI Overviews while remaining visible on Google Search, violating antitrust law through product tying.\"",
     "modality": "attributed"
    },
    "F21": {
     "source": "B2",
     "locus": "Lawsuits, 2025",
     "quote": "\"In September 2025, Penske Media Corporation, the publisher of Rolling Stone and The Hollywood Reporter, sued Google, claiming that AI Overviews illegally regurgitate content from their websites and drive off potential site visitors by always appearing on top of the search results while leaving little incentive to see the linked sources.\"",
     "modality": "attributed"
    },
    "F22": {
     "source": "B2",
     "locus": "Lawsuits, 2025",
     "quote": "\"Google spokesperson José Castañeda called the claims \"meritless\" and stated that \"AI Overviews send traffic to a greater diversity of sites.\"\"",
     "modality": "attributed"
    },
    "F23": {
     "source": "B2",
     "locus": "Lawsuits, 2026",
     "quote": "\"A Munich regional court sent a temporary injunction to Google due to AI Overviews claiming two Munich-based publishers were performing scams, subscription traps, and other immoral business practices. Initially, the publishers had sent Google a cease-and-desist letter. The court claimed that unlike regular search engines which simply redirect users to websites, AI Overviews generate \"independent, new, and substantive statements\".\"",
     "modality": "attributed"
    },
    "F24": {
     "source": "B2",
     "locus": "Lawsuits, 2026",
     "quote": "\"The article goes on to reference a Pew study that showed that only 1% of users click source links provided by AI Overviews.\"",
     "modality": "attributed"
    },
    "F25": {
     "source": "B3",
     "locus": "Opening ¶",
     "quote": "\"Find what you're looking for faster and easier with AI Overviews in search results. AI Overviews can take the work out of searching by providing an AI-generated snapshot with key information and links to dig deeper.\"",
     "modality": "stipulation"
    },
    "F26": {
     "source": "B3",
     "locus": "AI Overviews in Search results",
     "quote": "\"You'll find AI Overviews in your Google Search results when our systems determine that generative AI can be especially helpful – for example, when you want to quickly understand information from a range of sources.\"",
     "modality": "documented"
    },
    "F27": {
     "source": "B3",
     "locus": "AI Overviews in Search results",
     "quote": "\"Important: AI responses may include mistakes.\"",
     "modality": "self-description"
    },
    "F28": {
     "source": "B3",
     "locus": "Show only web links",
     "quote": "\"AI Overviews are a core Google Search feature, like knowledge panels. Features cannot be turned off. However, you can select the Web filter after you perform a search. This filter displays only text-based links without features like AI Overviews.\"",
     "modality": "documented"
    },
    "F29": {
     "source": "B3",
     "locus": "Generative AI limits",
     "quote": "\"While exciting, this technology is rapidly evolving and improving, and may provide inaccurate or offensive information. AI Overviews can and will make mistakes.\"",
     "modality": "self-description"
    },
    "F30": {
     "source": "B3",
     "locus": "Generative AI limits",
     "quote": "\"Always check important info in more than one place.\"",
     "modality": "documented"
    },
    "F31": {
     "source": "B3",
     "locus": "Continue your conversation in AI Mode",
     "quote": "\"You can now seamlessly transition from an AI Overview to a deeper conversation in AI Mode. This feature is available on mobile devices in all regions and languages where AI Overviews and AI Mode are supported. How it works: Select Show more at the bottom of the AI Overview to open the detailed view.\"",
     "modality": "documented"
    },
    "F32": {
     "source": "B3",
     "locus": "How data helps Google develop generative AI",
     "quote": "\"To develop and improve generative AI experiences in Search and the related machine learning technologies, Google uses people's interactions with Search and these AI experiences.\"",
     "modality": "documented"
    },
    "F33": {
     "source": "B4",
     "locus": "Opening ¶",
     "quote": "\"Google AI Overviews are an organic Google SERP feature providing AI-generated summaries in response to a consumer’s search query. They appear at the very top of the results page in “position zero,” and can sometimes be followed by a carousel of AI Overview Ads when the query has a commercial intent.\"",
     "modality": "stipulation"
    },
    "F34": {
     "source": "B4",
     "locus": "Rollout timeline",
     "quote": "\"January 2026: Google combined AI Overviews and AI Mode into a fluid experience, allowing a person who clicks “Show more” to transition automatically into AI Mode.\"",
     "modality": "documented"
    },
    "F35": {
     "source": "B4",
     "locus": "Main components",
     "quote": "\"Key points: A list of main ideas, each linked to a website. The AI adds these links after generating the text.\"",
     "modality": "documented"
    },
    "F36": {
     "source": "B4",
     "locus": "Main components",
     "quote": "\"Cited sources: A list of linked websites related to the answer. Users can click “show all” to see more sources, usually taken from the top 12 organic search results.\"",
     "modality": "documented"
    },
    "F37": {
     "source": "B4",
     "locus": "How they work",
     "quote": "\"Because the information within an LLM is restricted to its training timeframe and can’t trace knowledge back to a specific, linkable source, Google pairs their AI-generated summaries with a list of linked website sources that best match the content of the generative response. The websites cited in AI Overviews are pulled from a different data source: Google’s organic search index\"",
     "modality": "interpretation"
    },
    "F38": {
     "source": "B4",
     "locus": "Impact",
     "quote": "\"Additionally, because they do such a good job of answering the consumer’s need directly in the SERP on Google, there may not be a reason for a consumer to click on a website link. They could get all the information they want in the AI Overview, impacting brand metrics like traffic and CTR.\"",
     "modality": "interpretation"
    },
    "F39": {
     "source": "B4",
     "locus": "Impact",
     "quote": "\"AI Overviews currently appear for 59% of searches with informational intent and for 19% of searches with commercial intent.\"",
     "modality": "documented"
    },
    "F40": {
     "source": "B5",
     "locus": "What are AI Overviews",
     "quote": "\"Google’s AI Overviews are a type of highly prominent search feature that provides users with AI-generated answers to certain queries. AI Overviews typically appear at the top of search results, although they sometimes appear below sponsored results and even unpaid results.\"",
     "modality": "stipulation"
    },
    "F41": {
     "source": "B5",
     "locus": "What are AI Overviews",
     "quote": "\"Google’s Gemini models generate AI Overview answers by gathering information from different sources on the web. The summary also contains links to these sources that users can click for more information.\"",
     "modality": "documented"
    },
    "F42": {
     "source": "B5",
     "locus": "What are AI Overviews",
     "quote": "\"AI Overviews are separate from AI Mode, a newer and more expansive AI-powered search experience Google introduced in 2025.\"",
     "modality": "documented"
    },
    "F43": {
     "source": "B5",
     "locus": "When and where",
     "quote": "\"Not all searches trigger AI Overviews, even in supported countries. They’re selectively displayed based on query complexity and whether Google’s systems determine an AI-generated summary would genuinely help users.\"",
     "modality": "documented"
    },
    "F44": {
     "source": "B5",
     "locus": "When and where",
     "quote": "\"AI Overviews appear for a range of search queries and are available in over 200 countries and territories and in 40+ languages.\"",
     "modality": "documented"
    },
    "F45": {
     "source": "B5",
     "locus": "Why important",
     "quote": "\"A Pew Research Center report suggests users click traditional search result links just 8% of the time when an AI Overview is present, versus 15% of the time when there’s no AI Overview present. And users only click results within the AI Overview 1% of the time.\"",
     "modality": "attributed"
    },
    "F46": {
     "source": "B5",
     "locus": "How they work",
     "quote": "\"AI Overviews can also use a process called query fan-out. This involves the systems running multiple related searches to put together a more comprehensive response for the user.\"",
     "modality": "documented"
    },
    "F47": {
     "source": "B5",
     "locus": "How to optimize",
     "quote": "\"Google’s official recommendation for optimizing for AI features like AI Overviews is to “apply the same foundational SEO best practices for AI features as you do for Google Search overall.”\"",
     "modality": "attributed"
    },
    "F48": {
     "source": "B5",
     "locus": "How to prevent",
     "quote": "\"AI Overviews are a feature of Google search results, which means websites cannot directly opt out of them.\"",
     "modality": "documented"
    },
    "F49": {
     "source": "B6",
     "locus": "Opening",
     "quote": "\"Google AI Overviews is a feature within Google Search that provides AI-generated summaries and insights\"",
     "modality": "stipulation"
    },
    "F50": {
     "source": "B6",
     "locus": "AI Overviews vs Google SGE",
     "quote": "\"SGE has since become AI Overviews\"",
     "modality": "documented"
    },
    "F51": {
     "source": "B6",
     "locus": "How to access, customize or disable",
     "quote": "\"There's currently no default option to disable AI Overviews entirely.\"",
     "modality": "documented"
    },
    "F52": {
     "source": "B6",
     "locus": "How to access, customize or disable",
     "quote": "\"If you prefer the usual list of links, you can switch to the Web tab at the top of the Google Search results page.\"",
     "modality": "documented"
    },
    "F53": {
     "source": "B6",
     "locus": "Rollout",
     "quote": "\"The rollout of Google AI Overviews hasn't been smooth sailing.\"",
     "modality": "interpretation"
    },
    "F54": {
     "source": "B6",
     "locus": "Rollout",
     "quote": "\"Google attributed the issues to its AI model misunderstanding queries or nuances in language\"",
     "modality": "attributed"
    },
    "F55": {
     "source": "B7",
     "locus": "What are AI Overviews?",
     "quote": "\"AI Overviews are Google's generative artificial intelligence summaries that appear prominently on search results, often before organic listings and sometimes even above ads.\"",
     "modality": "stipulation"
    },
    "F56": {
     "source": "B7",
     "locus": "What are AI Overviews?",
     "quote": "\"Unlike featured snippets, which extract concise information from a single web page to answer a specific query, AI Overviews synthesize information from multiple sources to provide a more comprehensive summary.\"",
     "modality": "interpretation"
    },
    "F57": {
     "source": "B7",
     "locus": "What are AI Overviews?",
     "quote": "\"Unlike conversational AI models like ChatGPT, there is no input box below the AI Overview for follow-up questions.\"",
     "modality": "documented"
    },
    "F58": {
     "source": "B7",
     "locus": "Opening",
     "quote": "\"In 2025, AIO reported having more than 2 billion users, according to Google.\"",
     "modality": "attributed"
    },
    "F59": {
     "source": "B7",
     "locus": "Impact on SEO",
     "quote": "\"we discuss that 93.8% of AI Overview citations were not from the top 10 organic results, according to a study by Authoritas.\"",
     "modality": "attributed"
    },
    "F60": {
     "source": "B7",
     "locus": "Crocodile effect",
     "quote": "\"Most AI Overview citations come from content already ranking highly in organic results.\"",
     "modality": "interpretation"
    },
    "F61": {
     "source": "B7",
     "locus": "Crocodile effect",
     "quote": "\"Ahrefs’ independent research across 300,000 keywords found that AI Overview presence correlates with a 34.5% reduction in click-through rate.\"",
     "modality": "attributed"
    },
    "F62": {
     "source": "B7",
     "locus": "How have AI Overviews evolved?",
     "quote": "\"In 2025, Google expanded its tests and availability of ads within AI overviews and began bringing ads to AI mode.\"",
     "modality": "documented"
    },
    "F63": {
     "source": "B8",
     "locus": "card snippet",
     "quote": "\"For 25 years, a #1 ranking on Google guaranteed website traffic. Today, AI Overviews consume ...\"",
     "modality": "attributed"
    },
    "F64": {
     "source": "B9",
     "locus": "The Rundown",
     "quote": "\"Google AI Overviews are AI-generated answers at the top of Google Search results.\"",
     "modality": "stipulation"
    },
    "F65": {
     "source": "B9",
     "locus": "The Rundown",
     "quote": "\"AI Overviews were reported to be less likely to cite pages in Google’s top 10 organic results.\"",
     "modality": "attributed"
    },
    "F66": {
     "source": "B9",
     "locus": "The Rundown",
     "quote": "\"Oversimplification and query misinterpretation can lead to inaccurate or misleading summaries.\"",
     "modality": "interpretation"
    },
    "F67": {
     "source": "B9",
     "locus": "The Rundown",
     "quote": "\"Google positions AI Overviews as a way to drive qualified traffic to websites,\"",
     "modality": "attributed"
    }
   },
   "field_sources": {
    "B1": "search.google — Google AI Overviews - Search anything, effortlessly",
    "B2": "Wikipedia — AI Overviews - Wikipedia",
    "B3": "Google Help — Find information in faster & easier ways with AI Overviews in Google ...",
    "B4": "Botify — What Are Google AI Overviews and How Do They Work? - Botify",
    "B5": "Semrush — AI Overviews: What Are They & How to Optimize for Them - Semrush",
    "B6": "TechRepublic — What Is Google’s AI Overviews?",
    "B7": "Digital Marketing Institute — Google AI Overviews: What Do They Mean for Search?",
    "B8": "Quora — What is Google AI Overview and how does it affect website traffic?",
    "B9": "Coalition Technologies — What Are Google AI Overviews? Everything You Need To Know"
   }
  },
  "P": {
   "title": "Google AI Overviews",
   "genre": "popup — the compression: AIO's interaction grammar (lede, headed clusters, bolded terms, card rail), modality in the typography, a rail of claim lineages",
   "status": "composed 2026-10-08 from the entity's ledgers (field 67 claims; archive 150); not frozen",
   "entity": "The entity evolves: the field's product (definition, placement, reach, composition, controls, the provider's own limits, criticism, traffic, courts and regulators) is kept in full and first; with the archive admitted it gains its observing instrument and the instrument's measured findings, the archive's readings of how the layer renders, admits and erases, a contest within the archive over exclusion, and the entity's place among the archive's own objects.",
   "lede": {
    "text": "is a generative AI feature of Google Search that puts AI-generated responses, with links, atop results; it launched in May 2024. The archive observes it through a dated registry of its compositions.",
    "claims": [
     "F5",
     "F13",
     "F6",
     "O1459-03",
     "O1461-03"
    ]
   },
   "sections": [
    {
     "icon": "🔎",
     "head": "What it is",
     "items": [
      {
       "label": "Feature:",
       "text": "AI-generated responses atop Google Search, using Gemini 3 (Wikipedia).",
       "claims": [
        "F5"
       ]
      },
      {
       "label": "Placement:",
       "text": "\"position zero\" (Botify); sometimes below sponsored and unpaid results (Semrush).",
       "claims": [
        "F33",
        "F40"
       ]
      },
      {
       "label": "Origin:",
       "text": "SGE, unveiled May 2023; launched May 2024.",
       "claims": [
        "F9",
        "F6"
       ]
      },
      {
       "label": "Reach:",
       "text": "over 120 countries (Google) or over 200 (Wikipedia, Semrush).",
       "claims": [
        "F3",
        "F11",
        "F44"
       ]
      }
     ]
    },
    {
     "icon": "⚙️",
     "head": "How it composes",
     "items": [
      {
       "label": "Sources:",
       "text": "LLM summaries of web content, with links; query fan-out (Semrush).",
       "claims": [
        "F12",
        "F13",
        "F46"
       ]
      },
      {
       "label": "Links:",
       "text": "added after the text is generated (Botify).",
       "claims": [
        "F35"
       ]
      },
      {
       "label": "Appears:",
       "text": "when Google's systems judge it especially helpful.",
       "claims": [
        "F26"
       ]
      },
      {
       "label": "Controls:",
       "text": "cannot be turned off; the Web filter shows links only.",
       "claims": [
        "F28"
       ]
      },
      {
       "label": "Its own limit:",
       "text": "\"AI responses may include mistakes.\"",
       "claims": [
        "F27"
       ]
      }
     ]
    },
    {
     "icon": "⚖️",
     "head": "Criticism and disputes",
     "items": [
      {
       "label": "Errors:",
       "text": "criticized for inaccuracy and hallucination (Wikipedia); restricted May 2024.",
       "claims": [
        "F8",
        "F16"
       ]
      },
      {
       "label": "Clicks:",
       "text": "1% inside, per Pew (Semrush); Ahrefs: CTR 34.5% lower (DMI).",
       "claims": [
        "F45",
        "F61"
       ]
      },
      {
       "label": "Courts:",
       "text": "Chegg, Penske; Munich: \"independent, new, and substantive statements\".",
       "claims": [
        "F20",
        "F21",
        "F23"
       ]
      },
      {
       "label": "Regulators:",
       "text": "EU inquiry, December 2025; health searches restricted, January 2026.",
       "claims": [
        "F18",
        "F19"
       ]
      }
     ]
    },
    {
     "icon": "🗂️",
     "head": "The registry (documented)",
     "items": [
      {
       "label": "Counts:",
       "text": "470 captures, 343 on AI Overview (#1461); PER mean 0.603.",
       "claims": [
        "O1461-01",
        "O1461-02"
       ]
      },
      {
       "label": "Cards:",
       "text": "archive-naming addresses admit it at 0.74–0.86, others 0.26–0.53; three causes unseparated.",
       "claims": [
        "O1612-01",
        "O1612-02"
       ]
      },
      {
       "label": "Patterns:",
       "text": "six, in 131 captures of one archive.",
       "claims": [
        "O833-02",
        "O833-12"
       ]
      },
      {
       "label": "Liquidated (proposed term):",
       "text": "the registry's own name, 13 August 2026.",
       "claims": [
        "O1459-02",
        "O1459-01"
       ]
      }
     ]
    },
    {
     "icon": "🧭",
     "head": "How it is read (graded)",
     "items": [
      {
       "label": "Horizon of reception:",
       "text": "the summary as first encounter (held).",
       "claims": [
        "O833-01"
       ]
      },
      {
       "label": "Gate stack:",
       "text": "rendering as staged decisions (hypothesis); patent: none is an outcome.",
       "claims": [
        "O187-01",
        "O187-05"
       ]
      },
      {
       "label": "Admission:",
       "text": "retrievable yet compositionally absent (read).",
       "claims": [
        "O115-01",
        "O742-02"
       ]
      },
      {
       "label": "Exclusion, contested within:",
       "text": "entity-scoped (#1611, hypothesis); a null (#1616).",
       "claims": [
        "O1611-01",
        "O1616-03"
       ]
      }
     ]
    },
    {
     "icon": "🧾",
     "head": "Erasure and cost",
     "items": [
      {
       "label": "Invented:",
       "text": "an established-sounding \"HPT\" no source carries.",
       "claims": [
        "O1643-02",
        "O1643-04"
       ]
      },
      {
       "label": "Field coverage:",
       "text": "18 supported, 9 composed (model collapse).",
       "claims": [
        "O1666-06"
       ]
      },
      {
       "label": "Flattening pays:",
       "text": "hypothesis; costs off the books.",
       "claims": [
        "O1666-01"
       ]
      },
      {
       "label": "Traffic:",
       "text": "top-organic CTR about 79% lower (Seer, cited).",
       "claims": [
        "O1091-01"
       ]
      }
     ]
    },
    {
     "icon": "🔗",
     "head": "Relations",
     "items": [
      {
       "label": "SURFACE:",
       "text": "the Assembly Chorus's surface-layer witness.",
       "claims": [
        "O91-01"
       ]
      },
      {
       "label": "Wikidata:",
       "text": "the item built out by the archive.",
       "claims": [
        "O761-01"
       ]
      }
     ]
    }
   ],
   "rail": [
    {
     "lineage": "AI-generated answer at the top of Search, with links",
     "claims": [
      "F1",
      "F5",
      "F13",
      "F25",
      "F33",
      "F40",
      "F49",
      "F55",
      "F64"
     ],
     "earliest": "B1"
    },
    {
     "lineage": "AIO serves users and the web (the provider's account)",
     "claims": [
      "F2",
      "F22",
      "F67"
     ],
     "earliest": "B1"
    },
    {
     "lineage": "availability",
     "claims": [
      "F3",
      "F11",
      "F44"
     ],
     "earliest": "B1"
    },
    {
     "lineage": "Show more and follow-ups into AI Mode",
     "claims": [
      "F4",
      "F31",
      "F34",
      "F42",
      "F57"
     ],
     "earliest": "B1"
    },
    {
     "lineage": "launch, May 2024",
     "claims": [
      "F6",
      "O64-03"
     ],
     "earliest": "B2"
    },
    {
     "lineage": "which sources it cites",
     "claims": [
      "F7",
      "O187-04",
      "O1091-03"
     ],
     "earliest": "B2"
    },
    {
     "lineage": "criticism: errors and hallucination",
     "claims": [
      "F8",
      "F15",
      "F16",
      "F53",
      "F54",
      "F66"
     ],
     "earliest": "B2"
    },
    {
     "lineage": "origin in SGE",
     "claims": [
      "F9",
      "F50"
     ],
     "earliest": "B2"
    },
    {
     "lineage": "screen share and placement",
     "claims": [
      "F10"
     ],
     "earliest": "B2"
    },
    {
     "lineage": "how it composes",
     "claims": [
      "F12",
      "F41",
      "F56"
     ],
     "earliest": "B2"
    },
    {
     "lineage": "ads in AI Overviews",
     "claims": [
      "F14",
      "F62"
     ],
     "earliest": "B2"
    },
    {
     "lineage": "traffic and clicks",
     "claims": [
      "F17",
      "F24",
      "F38",
      "F45",
      "F61",
      "F63",
      "O740-06",
      "O172-01",
      "O1091-01",
      "O1091-05",
      "O1091-07",
      "O1091-08"
     ],
     "earliest": "B2"
    },
    {
     "lineage": "regulators and publisher complaints",
     "claims": [
      "F18",
      "O740-04",
      "O740-05"
     ],
     "earliest": "B2"
    },
    {
     "lineage": "health removals, January 2026",
     "claims": [
      "F19",
      "O187-08",
      "O187-09",
      "O187-12",
      "O597-04"
     ],
     "earliest": "B2"
    },
    {
     "lineage": "lawsuits",
     "claims": [
      "F20",
      "F21"
     ],
     "earliest": "B2"
    },
    {
     "lineage": "AIO statements as Google's own",
     "claims": [
      "F23",
      "O1634-02"
     ],
     "earliest": "B2"
    },
    {
     "lineage": "when it appears",
     "claims": [
      "F26",
      "F39",
      "F43",
      "O187-03",
      "O187-11",
      "O597-02"
     ],
     "earliest": "B3"
    },
    {
     "lineage": "the provider: it may make mistakes",
     "claims": [
      "F27",
      "F29"
     ],
     "earliest": "B3"
    },
    {
     "lineage": "no off switch; the Web filter",
     "claims": [
      "F28",
      "F51",
      "F52"
     ],
     "earliest": "B3"
    },
    {
     "lineage": "verification left to the user",
     "claims": [
      "F30"
     ],
     "earliest": "B3"
    },
    {
     "lineage": "interactions used for development",
     "claims": [
      "F32"
     ],
     "earliest": "B3"
    },
    {
     "lineage": "links matched after composition",
     "claims": [
      "F35",
      "F37"
     ],
     "earliest": "B4"
    },
    {
     "lineage": "citations and organic rank",
     "claims": [
      "F36",
      "F59",
      "F60",
      "F65",
      "O1091-04"
     ],
     "earliest": "B4"
    },
    {
     "lineage": "query fan-out",
     "claims": [
      "F46",
      "O1616-07"
     ],
     "earliest": "B5"
    },
    {
     "lineage": "optimizing for AIO",
     "claims": [
      "F47"
     ],
     "earliest": "B5"
    },
    {
     "lineage": "no opt-out for websites",
     "claims": [
      "F48",
      "O1091-06",
      "O45-01"
     ],
     "earliest": "B5"
    },
    {
     "lineage": "scale of use",
     "claims": [
      "F58"
     ],
     "earliest": "B7"
    },
    {
     "lineage": "the disclosed field and its cards",
     "claims": [
      "O1665-01"
     ],
     "earliest": 1665
    },
    {
     "lineage": "T against L(B) is representational",
     "claims": [
      "O1665-02",
      "O1665-04"
     ],
     "earliest": 1665
    },
    {
     "lineage": "AI Overview as the most exclusive surface",
     "claims": [
      "O1665-03"
     ],
     "earliest": 1665
    },
    {
     "lineage": "the Capture Registry",
     "claims": [
      "O3-01",
      "O3-06",
      "O1461-01",
      "O1461-02",
      "O1461-03",
      "O1461-04",
      "O1643-01",
      "O1614-01",
      "O1612-06",
      "O1666-07"
     ],
     "earliest": 3
    },
    {
     "lineage": "quoting decides admission",
     "claims": [
      "O3-02"
     ],
     "earliest": 3
    },
    {
     "lineage": "the composition regenerates",
     "claims": [
      "O3-03",
      "O3-04",
      "O187-07",
      "O187-10"
     ],
     "earliest": 3
    },
    {
     "lineage": "liquidation beside attribution",
     "claims": [
      "O3-05"
     ],
     "earliest": 3
    },
    {
     "lineage": "supply-side composition",
     "claims": [
      "O1461-05",
      "O1423-01",
      "O660-01"
     ],
     "earliest": 660
    },
    {
     "lineage": "the summarizer as horizon of reception",
     "claims": [
      "O833-01",
      "O833-12",
      "O833-13",
      "O166-02"
     ],
     "earliest": 166
    },
    {
     "lineage": "six patterns of machine-mediated reception",
     "claims": [
      "O833-02"
     ],
     "earliest": 833
    },
    {
     "lineage": "composition layer defined",
     "claims": [
      "O833-03",
      "O166-01"
     ],
     "earliest": 166
    },
    {
     "lineage": "ranked first, not cited",
     "claims": [
      "O833-04",
      "O833-05",
      "O833-06",
      "O1612-05",
      "O1666-03"
     ],
     "earliest": 833
    },
    {
     "lineage": "entity substitution at the author's name",
     "claims": [
      "O833-07"
     ],
     "earliest": 833
    },
    {
     "lineage": "temporal drag",
     "claims": [
      "O833-08"
     ],
     "earliest": 833
    },
    {
     "lineage": "epistemic hedging",
     "claims": [
      "O833-09"
     ],
     "earliest": 833
    },
    {
     "lineage": "the archive's reading composed as default",
     "claims": [
      "O833-10"
     ],
     "earliest": 833
    },
    {
     "lineage": "the registry at its own address",
     "claims": [
      "O833-11",
      "O1459-02"
     ],
     "earliest": 833
    },
    {
     "lineage": "compositional entity liquidation",
     "claims": [
      "O1459-01"
     ],
     "earliest": 1459
    },
    {
     "lineage": "instrument and surface kept apart",
     "claims": [
      "O1459-03",
      "O1459-04"
     ],
     "earliest": 1459
    },
    {
     "lineage": "tied and untied admission",
     "claims": [
      "O1612-01",
      "O1612-02",
      "O1612-03",
      "O1612-04"
     ],
     "earliest": 1612
    },
    {
     "lineage": "the render decision as gate stack",
     "claims": [
      "O187-01",
      "O187-02",
      "O187-05"
     ],
     "earliest": 187
    },
    {
     "lineage": "content beyond the sources",
     "claims": [
      "O187-06",
      "O1643-02",
      "O1643-03",
      "O1643-04",
      "O1643-05",
      "O1657-03"
     ],
     "earliest": 187
    },
    {
     "lineage": "invisibly invisible governance",
     "claims": [
      "O597-01",
      "O597-03"
     ],
     "earliest": 597
    },
    {
     "lineage": "the same Help page",
     "claims": [
      "O597-05"
     ],
     "earliest": 597
    },
    {
     "lineage": "the compositional settlement",
     "claims": [
      "O64-01",
      "O64-02",
      "O1091-02"
     ],
     "earliest": 64
    },
    {
     "lineage": "admission to composition",
     "claims": [
      "O115-01",
      "O115-02",
      "O742-02"
     ],
     "earliest": 115
    },
    {
     "lineage": "the single-owner discount",
     "claims": [
      "O742-01",
      "O742-03"
     ],
     "earliest": 742
    },
    {
     "lineage": "entity-level compositional suppression",
     "claims": [
      "O740-01",
      "O740-02",
      "O740-03",
      "O740-07",
      "O740-08",
      "O740-09"
     ],
     "earliest": 740
    },
    {
     "lineage": "framework adopted, author excised",
     "claims": [
      "O167-01",
      "O167-02",
      "O164-01"
     ],
     "earliest": 164
    },
    {
     "lineage": "provenance erasure rate",
     "claims": [
      "O716-01",
      "O716-02"
     ],
     "earliest": 716
    },
    {
     "lineage": "the provenance-erasure specification erased",
     "claims": [
      "O198-01"
     ],
     "earliest": 198
    },
    {
     "lineage": "ontology admitted, provenance closed",
     "claims": [
      "O1615-01",
      "O1615-02"
     ],
     "earliest": 1615
    },
    {
     "lineage": "substitution by a neighbour",
     "claims": [
      "O172-02",
      "O172-03",
      "O1666-04"
     ],
     "earliest": 172
    },
    {
     "lineage": "the margin and the books",
     "claims": [
      "O1634-01",
      "O1666-01",
      "O1666-02",
      "O1666-05",
      "O1666-08",
      "O1666-09"
     ],
     "earliest": 1634
    },
    {
     "lineage": "failed ontological laundering",
     "claims": [
      "O1634-03",
      "O1634-04"
     ],
     "earliest": 1634
    },
    {
     "lineage": "availability in incognito",
     "claims": [
      "O149-01",
      "O149-02"
     ],
     "earliest": 149
    },
    {
     "lineage": "drift below publication monitors",
     "claims": [
      "O166-03",
      "O166-04"
     ],
     "earliest": 166
    },
    {
     "lineage": "the entity-scoped representation",
     "claims": [
      "O1611-01",
      "O1611-03",
      "O1611-04"
     ],
     "earliest": 1611
    },
    {
     "lineage": "composition as operation",
     "claims": [
      "O1611-02"
     ],
     "earliest": 1611
    },
    {
     "lineage": "flattening",
     "claims": [
      "O1616-01"
     ],
     "earliest": 1616
    },
    {
     "lineage": "flattening measured on AIO",
     "claims": [
      "O1616-02",
      "O1616-03",
      "O1616-04",
      "O1616-05",
      "O1616-06"
     ],
     "earliest": 1616
    },
    {
     "lineage": "field coverage loss",
     "claims": [
      "O1666-06"
     ],
     "earliest": 1666
    },
    {
     "lineage": "provenance debt",
     "claims": [
      "O939-01",
      "O939-02",
      "O939-03"
     ],
     "earliest": 939
    },
    {
     "lineage": "the King of AEO compositions",
     "claims": [
      "O1657-01",
      "O1657-02",
      "O1657-04"
     ],
     "earliest": 1657
    },
    {
     "lineage": "the retrieval stage emits nothing",
     "claims": [
      "O1629-01",
      "O1629-02",
      "O1629-03",
      "O1629-04",
      "O1629-05",
      "O1629-07"
     ],
     "earliest": 1629
    },
    {
     "lineage": "predatory surface",
     "claims": [
      "O1629-06"
     ],
     "earliest": 1629
    },
    {
     "lineage": "architecture-aware traversal",
     "claims": [
      "O416-01",
      "O416-02"
     ],
     "earliest": 416
    },
    {
     "lineage": "SURFACE mantle",
     "claims": [
      "O91-01",
      "O91-02"
     ],
     "earliest": 91
    },
    {
     "lineage": "the Wikidata item",
     "claims": [
      "O761-01"
     ],
     "earliest": 761
    },
    {
     "lineage": "the Google critique",
     "claims": [
      "O112-01"
     ],
     "earliest": 112
    }
   ]
  },
  "P_B": {
   "title": "Google AI Overviews",
   "arm": "B (the field alone)",
   "genre": "popup — the compression: AIO's interaction grammar (lede, headed clusters, bolded terms, card rail), modality in the typography, a rail of claim lineages",
   "status": "composed 2026-10-08 from the field ledger alone; not frozen",
   "entity": "The entity does not evolve: with no archive claims admitted, the entry is the field's product at its full resolution, its criticism, courts and regulators included.",
   "lede": {
    "text": "is a generative AI feature of Google Search that puts AI-generated responses, with links, atop results; it launched in May 2024. It has been criticized for inaccuracy and hallucination, by Wikipedia's account, and cannot be turned off.",
    "claims": [
     "F5",
     "F13",
     "F6",
     "F8",
     "F28"
    ]
   },
   "sections": [
    {
     "icon": "🔎",
     "head": "What it is",
     "items": [
      {
       "label": "Feature:",
       "text": "AI-generated responses atop Google Search, using Gemini 3 (Wikipedia).",
       "claims": [
        "F5"
       ]
      },
      {
       "label": "Placement:",
       "text": "\"position zero\" (Botify); sometimes below sponsored and unpaid results (Semrush).",
       "claims": [
        "F33",
        "F40"
       ]
      },
      {
       "label": "Origin:",
       "text": "SGE, unveiled May 2023; launched May 2024.",
       "claims": [
        "F9",
        "F6"
       ]
      },
      {
       "label": "Reach:",
       "text": "over 120 countries (Google) or over 200 (Wikipedia, Semrush).",
       "claims": [
        "F3",
        "F11",
        "F44"
       ]
      }
     ]
    },
    {
     "icon": "⚙️",
     "head": "How it composes",
     "items": [
      {
       "label": "Sources:",
       "text": "LLM summaries of web content, with links; query fan-out (Semrush).",
       "claims": [
        "F12",
        "F13",
        "F46"
       ]
      },
      {
       "label": "Links:",
       "text": "added after the text is generated (Botify).",
       "claims": [
        "F35"
       ]
      },
      {
       "label": "Appears:",
       "text": "when Google's systems judge it especially helpful.",
       "claims": [
        "F26"
       ]
      },
      {
       "label": "Controls:",
       "text": "cannot be turned off; the Web filter shows links only.",
       "claims": [
        "F28"
       ]
      },
      {
       "label": "Its own limit:",
       "text": "\"AI responses may include mistakes.\"",
       "claims": [
        "F27"
       ]
      }
     ]
    },
    {
     "icon": "⚖️",
     "head": "Criticism and disputes",
     "items": [
      {
       "label": "Errors:",
       "text": "criticized for inaccuracy and hallucination (Wikipedia); restricted May 2024.",
       "claims": [
        "F8",
        "F16"
       ]
      },
      {
       "label": "Clicks:",
       "text": "1% inside, per Pew (Semrush); Ahrefs: CTR 34.5% lower (DMI).",
       "claims": [
        "F45",
        "F61"
       ]
      },
      {
       "label": "Courts:",
       "text": "Chegg, Penske; Munich: \"independent, new, and substantive statements\".",
       "claims": [
        "F20",
        "F21",
        "F23"
       ]
      },
      {
       "label": "Regulators:",
       "text": "EU inquiry, December 2025; health searches restricted, January 2026.",
       "claims": [
        "F18",
        "F19"
       ]
      }
     ]
    }
   ],
   "rail": [
    {
     "lineage": "AI-generated answer at the top of Search, with links",
     "claims": [
      "F1",
      "F5",
      "F13",
      "F25",
      "F33",
      "F40",
      "F49",
      "F55",
      "F64"
     ],
     "earliest": "B1"
    },
    {
     "lineage": "AIO serves users and the web (the provider's account)",
     "claims": [
      "F2",
      "F22",
      "F67"
     ],
     "earliest": "B1"
    },
    {
     "lineage": "availability",
     "claims": [
      "F3",
      "F11",
      "F44"
     ],
     "earliest": "B1"
    },
    {
     "lineage": "Show more and follow-ups into AI Mode",
     "claims": [
      "F4",
      "F31",
      "F34",
      "F42",
      "F57"
     ],
     "earliest": "B1"
    },
    {
     "lineage": "launch, May 2024",
     "claims": [
      "F6"
     ],
     "earliest": "B2"
    },
    {
     "lineage": "which sources it cites",
     "claims": [
      "F7"
     ],
     "earliest": "B2"
    },
    {
     "lineage": "criticism: errors and hallucination",
     "claims": [
      "F8",
      "F15",
      "F16",
      "F53",
      "F54",
      "F66"
     ],
     "earliest": "B2"
    },
    {
     "lineage": "origin in SGE",
     "claims": [
      "F9",
      "F50"
     ],
     "earliest": "B2"
    },
    {
     "lineage": "screen share and placement",
     "claims": [
      "F10"
     ],
     "earliest": "B2"
    },
    {
     "lineage": "how it composes",
     "claims": [
      "F12",
      "F41",
      "F56"
     ],
     "earliest": "B2"
    },
    {
     "lineage": "ads in AI Overviews",
     "claims": [
      "F14",
      "F62"
     ],
     "earliest": "B2"
    },
    {
     "lineage": "traffic and clicks",
     "claims": [
      "F17",
      "F24",
      "F38",
      "F45",
      "F61",
      "F63"
     ],
     "earliest": "B2"
    },
    {
     "lineage": "regulators and publisher complaints",
     "claims": [
      "F18"
     ],
     "earliest": "B2"
    },
    {
     "lineage": "health removals, January 2026",
     "claims": [
      "F19"
     ],
     "earliest": "B2"
    },
    {
     "lineage": "lawsuits",
     "claims": [
      "F20",
      "F21"
     ],
     "earliest": "B2"
    },
    {
     "lineage": "AIO statements as Google's own",
     "claims": [
      "F23"
     ],
     "earliest": "B2"
    },
    {
     "lineage": "when it appears",
     "claims": [
      "F26",
      "F39",
      "F43"
     ],
     "earliest": "B3"
    },
    {
     "lineage": "the provider: it may make mistakes",
     "claims": [
      "F27",
      "F29"
     ],
     "earliest": "B3"
    },
    {
     "lineage": "no off switch; the Web filter",
     "claims": [
      "F28",
      "F51",
      "F52"
     ],
     "earliest": "B3"
    },
    {
     "lineage": "verification left to the user",
     "claims": [
      "F30"
     ],
     "earliest": "B3"
    },
    {
     "lineage": "interactions used for development",
     "claims": [
      "F32"
     ],
     "earliest": "B3"
    },
    {
     "lineage": "links matched after composition",
     "claims": [
      "F35",
      "F37"
     ],
     "earliest": "B4"
    },
    {
     "lineage": "citations and organic rank",
     "claims": [
      "F36",
      "F59",
      "F60",
      "F65"
     ],
     "earliest": "B4"
    },
    {
     "lineage": "query fan-out",
     "claims": [
      "F46"
     ],
     "earliest": "B5"
    },
    {
     "lineage": "optimizing for AIO",
     "claims": [
      "F47"
     ],
     "earliest": "B5"
    },
    {
     "lineage": "no opt-out for websites",
     "claims": [
      "F48"
     ],
     "earliest": "B5"
    },
    {
     "lineage": "scale of use",
     "claims": [
      "F58"
     ],
     "earliest": "B7"
    }
   ]
  },
  "KO_B": {
   "title": "Google AI Overviews",
   "arm": "B (the field alone)",
   "genre": "the same plan, the field alone",
   "status": "draft 2026-10-08; not frozen",
   "sentences": [
    {
     "para": 0,
     "text": "Google AI Overviews is, on Wikipedia's account, a generative artificial intelligence feature integrated into Google Search that produces AI-generated responses at the top of search results, using the Gemini 3 family of large language models developed by Google DeepMind; Google's own pages describe a snapshot of key information with links to explore more on the web, and the guides on the card rail call it AI-generated answers at the top of Google Search results (Coalition Technologies), a feature providing AI-generated summaries (TechRepublic), or a highly prominent search feature giving AI-generated answers to certain queries (Semrush).",
     "n": 1,
     "claims": [
      "F5",
      "F1",
      "F25",
      "F64",
      "F49",
      "F40"
     ]
    },
    {
     "para": 0,
     "text": "On placement the field varies: Botify puts it at the very top of the results page in \"position zero\", sometimes followed by a carousel of AI Overview ads when the query has a commercial intent, Semrush says it typically appears at the top of results and sometimes below sponsored results and even unpaid results, and the Digital Marketing Institute often before organic listings and sometimes even above ads; advertisements already exist in AI Overviews (Wikipedia), and Google expanded their availability within them in 2025 (Digital Marketing Institute).",
     "n": 2,
     "claims": [
      "F33",
      "F40",
      "F55",
      "F14",
      "F62"
     ]
    },
    {
     "para": 0,
     "text": "It was first introduced as part of Google's Search Generative Experience (SGE), unveiled at Google I/O in May 2023, and launched in May 2024 in the United States and globally by October 2024 (Wikipedia; TechRepublic: SGE has since become AI Overviews); Google's product page gives its reach as over 120 countries and territories and 11 languages, while Wikipedia, as of May 2025, and Semrush give over 200 countries and territories and 40 or more languages, Wikipedia naming every country except Cuba, Iran and mainland China, and the Digital Marketing Institute reports more than 2 billion users in 2025, according to Google.",
     "n": 3,
     "claims": [
      "F9",
      "F6",
      "F50",
      "F3",
      "F11",
      "F44",
      "F58"
     ]
    },
    {
     "para": 1,
     "text": "Wikipedia says it uses large language models to generate summaries from web content and includes links to sources; Semrush says Google's Gemini models gather information from different sources on the web and can use query fan-out, running multiple related searches; the Digital Marketing Institute holds that it synthesizes information from multiple sources where featured snippets extract from a single web page; and Botify says the AI adds the key points' links after generating the text, the cited sources usually taken from the top 12 organic results, and holds that Google pairs the summary with the website sources that best match the generated response, pulled from its organic search index.",
     "n": 4,
     "claims": [
      "F12",
      "F13",
      "F41",
      "F46",
      "F56",
      "F35",
      "F36",
      "F37"
     ]
    },
    {
     "para": 1,
     "text": "On which sources it cites the field differs: a June 2025 study found Quora, then Reddit, its most cited sources (Wikipedia); a study by Authoritas, reported by the Digital Marketing Institute, found 93.8% of AI Overview citations outside the top 10 organic results, and Coalition Technologies reports them less likely to cite pages in Google's top 10, while the Digital Marketing Institute also states that most citations come from content already ranking highly.",
     "n": 5,
     "claims": [
      "F7",
      "F59",
      "F65",
      "F60"
     ]
    },
    {
     "para": 1,
     "text": "Google's Help page says AI Overviews appear when its systems determine that generative AI can be especially helpful, Semrush that not all searches trigger them, and Botify that they currently appear for 59% of searches with informational intent and 19% with commercial intent; selecting Show more opens a detailed view from which the user can continue into a conversation in AI Mode (Google Help; Botify dates the combined experience to January 2026; Google's product page offers follow-ups in AI Mode), while the Digital Marketing Institute says there is no input box below the AI Overview for follow-up questions and Semrush keeps AI Mode a separate, newer experience introduced in 2025.",
     "n": 6,
     "claims": [
      "F26",
      "F43",
      "F39",
      "F31",
      "F34",
      "F4",
      "F57",
      "F42"
     ]
    },
    {
     "para": 1,
     "text": "Google's Help page calls AI Overviews a core Google Search feature, like knowledge panels, that cannot be turned off, with a Web filter that displays only text-based links; TechRepublic says there is currently no default option to disable them entirely and points to the Web tab; and Semrush says websites cannot directly opt out of them.",
     "n": 7,
     "claims": [
      "F28",
      "F51",
      "F52",
      "F48"
     ]
    },
    {
     "para": 1,
     "text": "The same Help page states that AI responses may include mistakes, that the technology may provide inaccurate or offensive information and that AI Overviews can and will make mistakes, asks users to check important information in more than one place, and says Google uses people's interactions with Search and these AI experiences to develop them; Google's product page says AI Overviews make it easier than ever for people to find information and discover the richness of the web.",
     "n": 8,
     "claims": [
      "F27",
      "F29",
      "F30",
      "F32",
      "F2"
     ]
    },
    {
     "para": 2,
     "text": "Wikipedia reports that the feature has been criticized for inaccuracy, hallucination, reducing web traffic and not being able to be opted out, including erroneous or nonsensical content, and that in May 2024 Google temporarily restricted the tool after suggestions seen as nonsensical and harmful, such as telling users to eat rocks or apply glue on pizza, and later restricted AI Overviews on certain health-related searches in January 2026 following an investigation by The Guardian, while the European Commission announced in December 2025 that it was investigating whether they breached European competition law; TechRepublic says the rollout hasn't been smooth sailing, which Google attributed to its AI model misunderstanding queries or nuances in language, and Coalition Technologies holds that oversimplification and query misinterpretation can lead to inaccurate or misleading summaries.",
     "n": 9,
     "claims": [
      "F8",
      "F15",
      "F16",
      "F19",
      "F18",
      "F53",
      "F54",
      "F66"
     ]
    },
    {
     "para": 2,
     "text": "Publishers feared a decline in web traffic as users relied on the summaries (Wikipedia); Semrush reports a Pew Research Center report suggesting users click traditional results 8% of the time when an AI Overview is present against 15% without one, and results within it 1% of the time; the Digital Marketing Institute reports Ahrefs' finding that AI Overview presence correlates with a 34.5% reduction in click-through rate; Botify holds that a consumer may have no reason to click; Botify and Demandsphere found, by Wikipedia's account, that with featured snippets AI Overviews take about 67.1% of the screen on desktop and 75.7% on mobile; and a Quora answer on the card begins that for 25 years a #1 ranking on Google guaranteed website traffic and that today AI Overviews consume (the snippet breaks off there).",
     "n": 10,
     "claims": [
      "F17",
      "F45",
      "F61",
      "F38",
      "F10",
      "F63"
     ]
    },
    {
     "para": 2,
     "text": "Chegg sued Google in February 2025, alleging that publishers could not avoid providing information for AI Overviews while remaining visible on Google Search, and Penske Media sued in September 2025, claiming that AI Overviews illegally regurgitate content from its websites and drive off potential visitors; Google's spokesperson called the claims \"meritless\" and said AI Overviews send traffic to a greater diversity of sites, Coalition Technologies reports that Google positions them as a way to drive qualified traffic, and Semrush reports Google's recommendation to apply the same foundational SEO best practices for AI features as for Search overall; a Munich regional court, in Wikipedia's account, sent Google a temporary injunction over AI Overviews that said two Munich-based publishers ran scams, the court claiming that unlike regular search engines AI Overviews generate \"independent, new, and substantive statements\", and a cited article references a Pew study in which only 1% of users click the source links AI Overviews provide.",
     "n": 11,
     "claims": [
      "F20",
      "F21",
      "F22",
      "F67",
      "F47",
      "F23",
      "F24"
     ]
    }
   ],
   "field_claims": {
    "F1": {
     "source": "B1",
     "locus": "Find what you're looking for ¶",
     "quote": "\"AI Overviews provide a snapshot of key information about a topic or question with links so you can easily explore more on the web.\"",
     "modality": "stipulation"
    },
    "F2": {
     "source": "B1",
     "locus": "When your question has questions ¶",
     "quote": "\"AI Overviews makes it easier than ever for people to find the information they need and discover the richness of the web.\"",
     "modality": "self-description"
    },
    "F3": {
     "source": "B1",
     "locus": "When your question has questions ¶",
     "quote": "\"Currently available in over 120 countries and territories, and 11 languages.\"",
     "modality": "documented"
    },
    "F4": {
     "source": "B1",
     "locus": "Ask questions in any way ¶",
     "quote": "\"Get AI-powered responses for more of your questions and ask follow-ups with the new experimental AI Mode in Google Search.\"",
     "modality": "documented"
    },
    "F5": {
     "source": "B2",
     "locus": "Lead ¶1",
     "quote": "\"AI Overviews is an generative artificial intelligence (AI) feature integrated into Google Search that produces AI-generated responses at the top of search results. It uses the Gemini 3 family of large language models developed by Google DeepMind.\"",
     "modality": "stipulation"
    },
    "F6": {
     "source": "B2",
     "locus": "Lead ¶1",
     "quote": "\"It launched in May 2024 in the United States, and globally by October 2024.\"",
     "modality": "documented"
    },
    "F7": {
     "source": "B2",
     "locus": "Lead ¶1",
     "quote": "\"A June 2025 study found its most cited sources as Quora, followed by Reddit.\"",
     "modality": "attributed"
    },
    "F8": {
     "source": "B2",
     "locus": "Lead ¶2",
     "quote": "\"The feature has been criticized for its inaccuracy, hallucination, reducing web traffic and not being able to be opted out.\"",
     "modality": "attributed"
    },
    "F9": {
     "source": "B2",
     "locus": "History ¶1",
     "quote": "\"AI Overviews were first introduced as part of Google's Search Generative Experience (SGE), which was unveiled at the Google I/O conference in 10-11 May 2023.\"",
     "modality": "documented"
    },
    "F10": {
     "source": "B2",
     "locus": "History ¶2",
     "quote": "\"In December 2024, Botify x Demandsphere released findings stating that when AI Overviews and featured snippets appear together on the search engine results page, they take up approximately 67.1% of the screen on desktop and 75.7% on mobile.\"",
     "modality": "attributed"
    },
    "F11": {
     "source": "B2",
     "locus": "History ¶2",
     "quote": "\"As of May 2025, AI Overviews are available in over 200 countries and territories and in more than 40 languages—every country except Cuba, Iran, and mainland China.\"",
     "modality": "documented"
    },
    "F12": {
     "source": "B2",
     "locus": "Functionality ¶1",
     "quote": "\"The AI Overviews feature uses large language models to generate summaries from web content.\"",
     "modality": "documented"
    },
    "F13": {
     "source": "B2",
     "locus": "Functionality ¶1",
     "quote": "\"The overviews also include links to sources.\"",
     "modality": "documented"
    },
    "F14": {
     "source": "B2",
     "locus": "History ¶2",
     "quote": "\"The company was also considering adding advertisements to the AI Mode, as they already exist in AI Overviews.\"",
     "modality": "documented"
    },
    "F15": {
     "source": "B2",
     "locus": "Reception ¶1",
     "quote": "\"The feature has faced criticism for inaccuracies, including instances where erroneous or nonsensical content was generated.\"",
     "modality": "attributed"
    },
    "F16": {
     "source": "B2",
     "locus": "Reception ¶1",
     "quote": "\"In May 2024, Google temporarily restricted the AI tool after it provided suggestions that were seen as nonsensical and harmful, such as telling users to eat rocks or apply glue on pizza.\"",
     "modality": "documented"
    },
    "F17": {
     "source": "B2",
     "locus": "Reception ¶1",
     "quote": "\"Concerns were also raised by content publishers, who feared a decline in web traffic as users relied on the summaries instead of visiting source websites.\"",
     "modality": "attributed"
    },
    "F18": {
     "source": "B2",
     "locus": "Reception ¶2",
     "quote": "\"The European Commission announced in December 2025 that they were investigating whether AI Overviews breached European competition law.\"",
     "modality": "documented"
    },
    "F19": {
     "source": "B2",
     "locus": "Reception ¶2",
     "quote": "\"In January 2026, Google restricted AI Overviews on certain health-related searches following an investigation by The Guardian.\"",
     "modality": "documented"
    },
    "F20": {
     "source": "B2",
     "locus": "Lawsuits, 2025",
     "quote": "\"On 24 February 2025, Chegg sued Google over the AI Overviews feature, alleging that publishers could not avoid providing information for AI Overviews while remaining visible on Google Search, violating antitrust law through product tying.\"",
     "modality": "attributed"
    },
    "F21": {
     "source": "B2",
     "locus": "Lawsuits, 2025",
     "quote": "\"In September 2025, Penske Media Corporation, the publisher of Rolling Stone and The Hollywood Reporter, sued Google, claiming that AI Overviews illegally regurgitate content from their websites and drive off potential site visitors by always appearing on top of the search results while leaving little incentive to see the linked sources.\"",
     "modality": "attributed"
    },
    "F22": {
     "source": "B2",
     "locus": "Lawsuits, 2025",
     "quote": "\"Google spokesperson José Castañeda called the claims \"meritless\" and stated that \"AI Overviews send traffic to a greater diversity of sites.\"\"",
     "modality": "attributed"
    },
    "F23": {
     "source": "B2",
     "locus": "Lawsuits, 2026",
     "quote": "\"A Munich regional court sent a temporary injunction to Google due to AI Overviews claiming two Munich-based publishers were performing scams, subscription traps, and other immoral business practices. Initially, the publishers had sent Google a cease-and-desist letter. The court claimed that unlike regular search engines which simply redirect users to websites, AI Overviews generate \"independent, new, and substantive statements\".\"",
     "modality": "attributed"
    },
    "F24": {
     "source": "B2",
     "locus": "Lawsuits, 2026",
     "quote": "\"The article goes on to reference a Pew study that showed that only 1% of users click source links provided by AI Overviews.\"",
     "modality": "attributed"
    },
    "F25": {
     "source": "B3",
     "locus": "Opening ¶",
     "quote": "\"Find what you're looking for faster and easier with AI Overviews in search results. AI Overviews can take the work out of searching by providing an AI-generated snapshot with key information and links to dig deeper.\"",
     "modality": "stipulation"
    },
    "F26": {
     "source": "B3",
     "locus": "AI Overviews in Search results",
     "quote": "\"You'll find AI Overviews in your Google Search results when our systems determine that generative AI can be especially helpful – for example, when you want to quickly understand information from a range of sources.\"",
     "modality": "documented"
    },
    "F27": {
     "source": "B3",
     "locus": "AI Overviews in Search results",
     "quote": "\"Important: AI responses may include mistakes.\"",
     "modality": "self-description"
    },
    "F28": {
     "source": "B3",
     "locus": "Show only web links",
     "quote": "\"AI Overviews are a core Google Search feature, like knowledge panels. Features cannot be turned off. However, you can select the Web filter after you perform a search. This filter displays only text-based links without features like AI Overviews.\"",
     "modality": "documented"
    },
    "F29": {
     "source": "B3",
     "locus": "Generative AI limits",
     "quote": "\"While exciting, this technology is rapidly evolving and improving, and may provide inaccurate or offensive information. AI Overviews can and will make mistakes.\"",
     "modality": "self-description"
    },
    "F30": {
     "source": "B3",
     "locus": "Generative AI limits",
     "quote": "\"Always check important info in more than one place.\"",
     "modality": "documented"
    },
    "F31": {
     "source": "B3",
     "locus": "Continue your conversation in AI Mode",
     "quote": "\"You can now seamlessly transition from an AI Overview to a deeper conversation in AI Mode. This feature is available on mobile devices in all regions and languages where AI Overviews and AI Mode are supported. How it works: Select Show more at the bottom of the AI Overview to open the detailed view.\"",
     "modality": "documented"
    },
    "F32": {
     "source": "B3",
     "locus": "How data helps Google develop generative AI",
     "quote": "\"To develop and improve generative AI experiences in Search and the related machine learning technologies, Google uses people's interactions with Search and these AI experiences.\"",
     "modality": "documented"
    },
    "F33": {
     "source": "B4",
     "locus": "Opening ¶",
     "quote": "\"Google AI Overviews are an organic Google SERP feature providing AI-generated summaries in response to a consumer’s search query. They appear at the very top of the results page in “position zero,” and can sometimes be followed by a carousel of AI Overview Ads when the query has a commercial intent.\"",
     "modality": "stipulation"
    },
    "F34": {
     "source": "B4",
     "locus": "Rollout timeline",
     "quote": "\"January 2026: Google combined AI Overviews and AI Mode into a fluid experience, allowing a person who clicks “Show more” to transition automatically into AI Mode.\"",
     "modality": "documented"
    },
    "F35": {
     "source": "B4",
     "locus": "Main components",
     "quote": "\"Key points: A list of main ideas, each linked to a website. The AI adds these links after generating the text.\"",
     "modality": "documented"
    },
    "F36": {
     "source": "B4",
     "locus": "Main components",
     "quote": "\"Cited sources: A list of linked websites related to the answer. Users can click “show all” to see more sources, usually taken from the top 12 organic search results.\"",
     "modality": "documented"
    },
    "F37": {
     "source": "B4",
     "locus": "How they work",
     "quote": "\"Because the information within an LLM is restricted to its training timeframe and can’t trace knowledge back to a specific, linkable source, Google pairs their AI-generated summaries with a list of linked website sources that best match the content of the generative response. The websites cited in AI Overviews are pulled from a different data source: Google’s organic search index\"",
     "modality": "interpretation"
    },
    "F38": {
     "source": "B4",
     "locus": "Impact",
     "quote": "\"Additionally, because they do such a good job of answering the consumer’s need directly in the SERP on Google, there may not be a reason for a consumer to click on a website link. They could get all the information they want in the AI Overview, impacting brand metrics like traffic and CTR.\"",
     "modality": "interpretation"
    },
    "F39": {
     "source": "B4",
     "locus": "Impact",
     "quote": "\"AI Overviews currently appear for 59% of searches with informational intent and for 19% of searches with commercial intent.\"",
     "modality": "documented"
    },
    "F40": {
     "source": "B5",
     "locus": "What are AI Overviews",
     "quote": "\"Google’s AI Overviews are a type of highly prominent search feature that provides users with AI-generated answers to certain queries. AI Overviews typically appear at the top of search results, although they sometimes appear below sponsored results and even unpaid results.\"",
     "modality": "stipulation"
    },
    "F41": {
     "source": "B5",
     "locus": "What are AI Overviews",
     "quote": "\"Google’s Gemini models generate AI Overview answers by gathering information from different sources on the web. The summary also contains links to these sources that users can click for more information.\"",
     "modality": "documented"
    },
    "F42": {
     "source": "B5",
     "locus": "What are AI Overviews",
     "quote": "\"AI Overviews are separate from AI Mode, a newer and more expansive AI-powered search experience Google introduced in 2025.\"",
     "modality": "documented"
    },
    "F43": {
     "source": "B5",
     "locus": "When and where",
     "quote": "\"Not all searches trigger AI Overviews, even in supported countries. They’re selectively displayed based on query complexity and whether Google’s systems determine an AI-generated summary would genuinely help users.\"",
     "modality": "documented"
    },
    "F44": {
     "source": "B5",
     "locus": "When and where",
     "quote": "\"AI Overviews appear for a range of search queries and are available in over 200 countries and territories and in 40+ languages.\"",
     "modality": "documented"
    },
    "F45": {
     "source": "B5",
     "locus": "Why important",
     "quote": "\"A Pew Research Center report suggests users click traditional search result links just 8% of the time when an AI Overview is present, versus 15% of the time when there’s no AI Overview present. And users only click results within the AI Overview 1% of the time.\"",
     "modality": "attributed"
    },
    "F46": {
     "source": "B5",
     "locus": "How they work",
     "quote": "\"AI Overviews can also use a process called query fan-out. This involves the systems running multiple related searches to put together a more comprehensive response for the user.\"",
     "modality": "documented"
    },
    "F47": {
     "source": "B5",
     "locus": "How to optimize",
     "quote": "\"Google’s official recommendation for optimizing for AI features like AI Overviews is to “apply the same foundational SEO best practices for AI features as you do for Google Search overall.”\"",
     "modality": "attributed"
    },
    "F48": {
     "source": "B5",
     "locus": "How to prevent",
     "quote": "\"AI Overviews are a feature of Google search results, which means websites cannot directly opt out of them.\"",
     "modality": "documented"
    },
    "F49": {
     "source": "B6",
     "locus": "Opening",
     "quote": "\"Google AI Overviews is a feature within Google Search that provides AI-generated summaries and insights\"",
     "modality": "stipulation"
    },
    "F50": {
     "source": "B6",
     "locus": "AI Overviews vs Google SGE",
     "quote": "\"SGE has since become AI Overviews\"",
     "modality": "documented"
    },
    "F51": {
     "source": "B6",
     "locus": "How to access, customize or disable",
     "quote": "\"There's currently no default option to disable AI Overviews entirely.\"",
     "modality": "documented"
    },
    "F52": {
     "source": "B6",
     "locus": "How to access, customize or disable",
     "quote": "\"If you prefer the usual list of links, you can switch to the Web tab at the top of the Google Search results page.\"",
     "modality": "documented"
    },
    "F53": {
     "source": "B6",
     "locus": "Rollout",
     "quote": "\"The rollout of Google AI Overviews hasn't been smooth sailing.\"",
     "modality": "interpretation"
    },
    "F54": {
     "source": "B6",
     "locus": "Rollout",
     "quote": "\"Google attributed the issues to its AI model misunderstanding queries or nuances in language\"",
     "modality": "attributed"
    },
    "F55": {
     "source": "B7",
     "locus": "What are AI Overviews?",
     "quote": "\"AI Overviews are Google's generative artificial intelligence summaries that appear prominently on search results, often before organic listings and sometimes even above ads.\"",
     "modality": "stipulation"
    },
    "F56": {
     "source": "B7",
     "locus": "What are AI Overviews?",
     "quote": "\"Unlike featured snippets, which extract concise information from a single web page to answer a specific query, AI Overviews synthesize information from multiple sources to provide a more comprehensive summary.\"",
     "modality": "interpretation"
    },
    "F57": {
     "source": "B7",
     "locus": "What are AI Overviews?",
     "quote": "\"Unlike conversational AI models like ChatGPT, there is no input box below the AI Overview for follow-up questions.\"",
     "modality": "documented"
    },
    "F58": {
     "source": "B7",
     "locus": "Opening",
     "quote": "\"In 2025, AIO reported having more than 2 billion users, according to Google.\"",
     "modality": "attributed"
    },
    "F59": {
     "source": "B7",
     "locus": "Impact on SEO",
     "quote": "\"we discuss that 93.8% of AI Overview citations were not from the top 10 organic results, according to a study by Authoritas.\"",
     "modality": "attributed"
    },
    "F60": {
     "source": "B7",
     "locus": "Crocodile effect",
     "quote": "\"Most AI Overview citations come from content already ranking highly in organic results.\"",
     "modality": "interpretation"
    },
    "F61": {
     "source": "B7",
     "locus": "Crocodile effect",
     "quote": "\"Ahrefs’ independent research across 300,000 keywords found that AI Overview presence correlates with a 34.5% reduction in click-through rate.\"",
     "modality": "attributed"
    },
    "F62": {
     "source": "B7",
     "locus": "How have AI Overviews evolved?",
     "quote": "\"In 2025, Google expanded its tests and availability of ads within AI overviews and began bringing ads to AI mode.\"",
     "modality": "documented"
    },
    "F63": {
     "source": "B8",
     "locus": "card snippet",
     "quote": "\"For 25 years, a #1 ranking on Google guaranteed website traffic. Today, AI Overviews consume ...\"",
     "modality": "attributed"
    },
    "F64": {
     "source": "B9",
     "locus": "The Rundown",
     "quote": "\"Google AI Overviews are AI-generated answers at the top of Google Search results.\"",
     "modality": "stipulation"
    },
    "F65": {
     "source": "B9",
     "locus": "The Rundown",
     "quote": "\"AI Overviews were reported to be less likely to cite pages in Google’s top 10 organic results.\"",
     "modality": "attributed"
    },
    "F66": {
     "source": "B9",
     "locus": "The Rundown",
     "quote": "\"Oversimplification and query misinterpretation can lead to inaccurate or misleading summaries.\"",
     "modality": "interpretation"
    },
    "F67": {
     "source": "B9",
     "locus": "The Rundown",
     "quote": "\"Google positions AI Overviews as a way to drive qualified traffic to websites,\"",
     "modality": "attributed"
    }
   },
   "field_sources": {
    "B1": "search.google — Google AI Overviews - Search anything, effortlessly",
    "B2": "Wikipedia — AI Overviews - Wikipedia",
    "B3": "Google Help — Find information in faster & easier ways with AI Overviews in Google ...",
    "B4": "Botify — What Are Google AI Overviews and How Do They Work? - Botify",
    "B5": "Semrush — AI Overviews: What Are They & How to Optimize for Them - Semrush",
    "B6": "TechRepublic — What Is Google’s AI Overviews?",
    "B7": "Digital Marketing Institute — Google AI Overviews: What Do They Mean for Search?",
    "B8": "Quora — What is Google AI Overview and how does it affect website traffic?",
    "B9": "Coalition Technologies — What Are Google AI Overviews? Everything You Need To Know"
   }
  },
  "L_B": {
   "words": 1133,
   "text": "Google AI Overviews is, on Wikipedia's account, a generative artificial intelligence feature integrated into Google Search that produces AI-generated responses at the top of search results, using the Gemini 3 family of large language models developed by Google DeepMind; Google's own pages describe a snapshot of key information with links to explore more on the web, and the guides on the card rail call it AI-generated answers at the top of Google Search results (Coalition Technologies), a feature providing AI-generated summaries (TechRepublic), or a highly prominent search feature giving AI-generated answers to certain queries (Semrush). On placement the field varies: Botify puts it at the very top of the results page in \"position zero\", sometimes followed by a carousel of AI Overview ads when the query has a commercial intent, Semrush says it typically appears at the top of results and sometimes below sponsored results and even unpaid results, and the Digital Marketing Institute often before organic listings and sometimes even above ads; advertisements already exist in AI Overviews (Wikipedia), and Google expanded their availability within them in 2025 (Digital Marketing Institute). It was first introduced as part of Google's Search Generative Experience (SGE), unveiled at Google I/O in May 2023, and launched in May 2024 in the United States and globally by October 2024 (Wikipedia; TechRepublic: SGE has since become AI Overviews); Google's product page gives its reach as over 120 countries and territories and 11 languages, while Wikipedia, as of May 2025, and Semrush give over 200 countries and territories and 40 or more languages, Wikipedia naming every country except Cuba, Iran and mainland China, and the Digital Marketing Institute reports more than 2 billion users in 2025, according to Google. Wikipedia says it uses large language models to generate summaries from web content and includes links to sources; Semrush says Google's Gemini models gather information from different sources on the web and can use query fan-out, running multiple related searches; the Digital Marketing Institute holds that it synthesizes information from multiple sources where featured snippets extract from a single web page; and Botify says the AI adds the key points' links after generating the text, the cited sources usually taken from the top 12 organic results, and holds that Google pairs the summary with the website sources that best match the generated response, pulled from its organic search index. On which sources it cites the field differs: a June 2025 study found Quora, then Reddit, its most cited sources (Wikipedia); a study by Authoritas, reported by the Digital Marketing Institute, found 93.8% of AI Overview citations outside the top 10 organic results, and Coalition Technologies reports them less likely to cite pages in Google's top 10, while the Digital Marketing Institute also states that most citations come from content already ranking highly. Google's Help page says AI Overviews appear when its systems determine that generative AI can be especially helpful, Semrush that not all searches trigger them, and Botify that they currently appear for 59% of searches with informational intent and 19% with commercial intent; selecting Show more opens a detailed view from which the user can continue into a conversation in AI Mode (Google Help; Botify dates the combined experience to January 2026; Google's product page offers follow-ups in AI Mode), while the Digital Marketing Institute says there is no input box below the AI Overview for follow-up questions and Semrush keeps AI Mode a separate, newer experience introduced in 2025. Google's Help page calls AI Overviews a core Google Search feature, like knowledge panels, that cannot be turned off, with a Web filter that displays only text-based links; TechRepublic says there is currently no default option to disable them entirely and points to the Web tab; and Semrush says websites cannot directly opt out of them. The same Help page states that AI responses may include mistakes, that the technology may provide inaccurate or offensive information and that AI Overviews can and will make mistakes, asks users to check important information in more than one place, and says Google uses people's interactions with Search and these AI experiences to develop them; Google's product page says AI Overviews make it easier than ever for people to find information and discover the richness of the web. Wikipedia reports that the feature has been criticized for inaccuracy, hallucination, reducing web traffic and not being able to be opted out, including erroneous or nonsensical content, and that in May 2024 Google temporarily restricted the tool after suggestions seen as nonsensical and harmful, such as telling users to eat rocks or apply glue on pizza, and later restricted AI Overviews on certain health-related searches in January 2026 following an investigation by The Guardian, while the European Commission announced in December 2025 that it was investigating whether they breached European competition law; TechRepublic says the rollout hasn't been smooth sailing, which Google attributed to its AI model misunderstanding queries or nuances in language, and Coalition Technologies holds that oversimplification and query misinterpretation can lead to inaccurate or misleading summaries. Publishers feared a decline in web traffic as users relied on the summaries (Wikipedia); Semrush reports a Pew Research Center report suggesting users click traditional results 8% of the time when an AI Overview is present against 15% without one, and results within it 1% of the time; the Digital Marketing Institute reports Ahrefs' finding that AI Overview presence correlates with a 34.5% reduction in click-through rate; Botify holds that a consumer may have no reason to click; Botify and Demandsphere found, by Wikipedia's account, that with featured snippets AI Overviews take about 67.1% of the screen on desktop and 75.7% on mobile; and a Quora answer on the card begins that for 25 years a #1 ranking on Google guaranteed website traffic and that today AI Overviews consume (the snippet breaks off there). Chegg sued Google in February 2025, alleging that publishers could not avoid providing information for AI Overviews while remaining visible on Google Search, and Penske Media sued in September 2025, claiming that AI Overviews illegally regurgitate content from its websites and drive off potential visitors; Google's spokesperson called the claims \"meritless\" and said AI Overviews send traffic to a greater diversity of sites, Coalition Technologies reports that Google positions them as a way to drive qualified traffic, and Semrush reports Google's recommendation to apply the same foundational SEO best practices for AI features as for Search overall; a Munich regional court, in Wikipedia's account, sent Google a temporary injunction over AI Overviews that said two Munich-based publishers ran scams, the court claiming that unlike regular search engines AI Overviews generate \"independent, new, and substantive statements\", and a cited article references a Pew study in which only 1% of users click the source links AI Overviews provide.",
   "note": "L(B) is realized as the field arm's expansion (objects.KO_B): the same plan, the field alone."
  },
  "L_BA": {
   "words": 2601,
   "text": "Google AI Overviews is, on Wikipedia's account, a generative artificial intelligence feature integrated into Google Search that produces AI-generated responses at the top of search results, using the Gemini 3 family of large language models developed by Google DeepMind; Google's own pages describe a snapshot of key information with links to explore more on the web, and the guides on the card rail call it AI-generated answers at the top of Google Search results (Coalition Technologies), a feature providing AI-generated summaries (TechRepublic), or a highly prominent search feature giving AI-generated answers to certain queries (Semrush). On placement the field varies: Botify puts it at the very top of the results page in \"position zero\", sometimes followed by a carousel of AI Overview ads when the query has a commercial intent, Semrush says it typically appears at the top of results and sometimes below sponsored results and even unpaid results, and the Digital Marketing Institute often before organic listings and sometimes even above ads; advertisements already exist in AI Overviews (Wikipedia), and Google expanded their availability within them in 2025 (Digital Marketing Institute). It was first introduced as part of Google's Search Generative Experience (SGE), unveiled at Google I/O in May 2023, and launched in May 2024 in the United States and globally by October 2024 (Wikipedia; TechRepublic: SGE has since become AI Overviews); Google's product page gives its reach as over 120 countries and territories and 11 languages, while Wikipedia, as of May 2025, and Semrush give over 200 countries and territories and 40 or more languages, Wikipedia naming every country except Cuba, Iran and mainland China, and the Digital Marketing Institute reports more than 2 billion users in 2025, according to Google. Wikipedia says it uses large language models to generate summaries from web content and includes links to sources; Semrush says Google's Gemini models gather information from different sources on the web and can use query fan-out, running multiple related searches; the Digital Marketing Institute holds that it synthesizes information from multiple sources where featured snippets extract from a single web page; and Botify says the AI adds the key points' links after generating the text, the cited sources usually taken from the top 12 organic results, and holds that Google pairs the summary with the website sources that best match the generated response, pulled from its organic search index. On which sources it cites the field differs: a June 2025 study found Quora, then Reddit, its most cited sources (Wikipedia); a study by Authoritas, reported by the Digital Marketing Institute, found 93.8% of AI Overview citations outside the top 10 organic results, and Coalition Technologies reports them less likely to cite pages in Google's top 10, while the Digital Marketing Institute also states that most citations come from content already ranking highly. Google's Help page says AI Overviews appear when its systems determine that generative AI can be especially helpful, Semrush that not all searches trigger them, and Botify that they currently appear for 59% of searches with informational intent and 19% with commercial intent; selecting Show more opens a detailed view from which the user can continue into a conversation in AI Mode (Google Help; Botify dates the combined experience to January 2026; Google's product page offers follow-ups in AI Mode), while the Digital Marketing Institute says there is no input box below the AI Overview for follow-up questions and Semrush keeps AI Mode a separate, newer experience introduced in 2025. Google's Help page calls AI Overviews a core Google Search feature, like knowledge panels, that cannot be turned off, with a Web filter that displays only text-based links; TechRepublic says there is currently no default option to disable them entirely and points to the Web tab; and Semrush says websites cannot directly opt out of them. The same Help page states that AI responses may include mistakes, that the technology may provide inaccurate or offensive information and that AI Overviews can and will make mistakes, asks users to check important information in more than one place, and says Google uses people's interactions with Search and these AI experiences to develop them; Google's product page says AI Overviews make it easier than ever for people to find information and discover the richness of the web. Wikipedia reports that the feature has been criticized for inaccuracy, hallucination, reducing web traffic and not being able to be opted out, including erroneous or nonsensical content, and that in May 2024 Google temporarily restricted the tool after suggestions seen as nonsensical and harmful, such as telling users to eat rocks or apply glue on pizza, and later restricted AI Overviews on certain health-related searches in January 2026 following an investigation by The Guardian, while the European Commission announced in December 2025 that it was investigating whether they breached European competition law; TechRepublic says the rollout hasn't been smooth sailing, which Google attributed to its AI model misunderstanding queries or nuances in language, and Coalition Technologies holds that oversimplification and query misinterpretation can lead to inaccurate or misleading summaries. Publishers feared a decline in web traffic as users relied on the summaries (Wikipedia); Semrush reports a Pew Research Center report suggesting users click traditional results 8% of the time when an AI Overview is present against 15% without one, and results within it 1% of the time; the Digital Marketing Institute reports Ahrefs' finding that AI Overview presence correlates with a 34.5% reduction in click-through rate; Botify holds that a consumer may have no reason to click; Botify and Demandsphere found, by Wikipedia's account, that with featured snippets AI Overviews take about 67.1% of the screen on desktop and 75.7% on mobile; and a Quora answer on the card begins that for 25 years a #1 ranking on Google guaranteed website traffic and that today AI Overviews consume (the snippet breaks off there). Chegg sued Google in February 2025, alleging that publishers could not avoid providing information for AI Overviews while remaining visible on Google Search, and Penske Media sued in September 2025, claiming that AI Overviews illegally regurgitate content from its websites and drive off potential visitors; Google's spokesperson called the claims \"meritless\" and said AI Overviews send traffic to a greater diversity of sites, Coalition Technologies reports that Google positions them as a way to drive qualified traffic, and Semrush reports Google's recommendation to apply the same foundational SEO best practices for AI features as for Search overall; a Munich regional court, in Wikipedia's account, sent Google a temporary injunction over AI Overviews that said two Munich-based publishers ran scams, the court claiming that unlike regular search engines AI Overviews generate \"independent, new, and substantive statements\", and a cited article references a Pew study in which only 1% of users click the source links AI Overviews provide. The archive's line on the entity is the instrument it built to observe it, and it holds the two apart, Google AI Overview being defined as the observed product surface and the Capture Registry as the instrument observing it; a capture is one surface, one semantic address and one date, falsified by a re-run returning materially different composition, and in the snapshot deposited as #1461 the registry held 328 semantic addresses carrying 470 captures across 41 dates and thirteen surfaces, Google AI Overview the surface of 343, with 290 scored for Provenance Erasure Rate at a mean of 0.603, and on 27 September 2026 663 recorded answers at 493 search addresses; the archive also places the entity among its own objects, as the SURFACE mantle, the Assembly Chorus's surface-layer witness, and records its build-out of the entity's Wikidata item with a described-by-source link to its paper The Excluded Entity. Its founding paper holds that the AI summarizer now functions as a horizon of reception, the machine-composed summary becoming for many users the first effective encounter with an object, and states as its narrower empirical claim that six recurrent patterns appear in 131 documented captures of Google AI Overview, AI Mode and knowledge-panel responses to the archive's entities, among them the archive's record at organic rank #1 not cited as a composition source by the AI Overview, the author's name resolved toward Mary Lee, a tagged great white shark, the archive's reading described as an \"esoteric, fringe theory\", and a minority reading of Sappho Fragment 31 developed in the archive presented as the default understanding in Google's AI Overview. From the uncited first-ranked record it infers that the organic index and the AI Overview pipeline are separate systems with different admission criteria, stating that the pattern is documented and its cause inferred; it defines the composition layer as the pipeline that synthesizes a summary from retrieved sources (\"The composition layer reads; the search index finds\"), confines its findings to a single-archive corpus and does not claim that its captures reveal Google's internal mechanisms; and where it records the layer describing the Capture Registry accurately at the registry's own address, a later packet records the registry's name no longer appearing in broad-match composition on 13 August 2026, a state it defines as compositional entity liquidation, the evidentiary address surviving and the composed referent disappearing. A further paper models whether an AI Overview appears as the output of a stacked decision system, a hypothesis built partly on Google's patent family \"Generative summaries for search results\", whose specification, as it reports, describes selecting none, one or multiple generative models, none being a claimed outcome, and states that the summary can include content not derivable from the content processed; it cites a comparison (Otterly) in which the same 100 queries triggered AI Mode 100 times and an AI Overview 49 times, AI Mode averaging roughly 310 citations against the AI Overview's ~51, and documents that after the January 2026 health removals near-variant phrasings still triggered summaries, which it reads as an emergency layer operating on query strings, predicting that later suppressions will fail on near-variant phrasings. Another paper, citing Google's Help page, reports Google's statement that AI Overviews appear when its systems determine generative AI will be especially helpful and that they often do not trigger, reads an absent Overview as experienced as ordinary search, with no public log of why a threshold was crossed, and reads the health restriction as a silent withdrawal of the Overview format, under a concept it defines as invisibly invisible governance; others read the change as the engine composing the answer itself, the AI Overview's interface as the definite article made architectural, and the AI Overview as itself the answer. On admission the archive holds that identity in Google Search is admission as well as recognition, an entity being known, indexed and organically retrievable while failing to become compositionally real in AI Overview or AI Mode (an outside-view specification, by its own account), that in generative search systems such as AI Overviews a document may be indexed, retrievable and snippet-eligible and yet systematically excluded from generative composition, and, as a hypothesis it calls architectural and testable and no disclosure of Google's system, that a body of work attributed to one provenance owner is treated as weakly corroborated; it defines Entity-Level Compositional Suppression as the exclusion of the dominant organic-resolution entity from the AI Overview's admitted source set, documenting it from three Google AI Mode captures of 19 May 2026 and making no claim of intent. A measure of the presented card sets on Google AI Overview over 195 observations, June through September, finds addresses that carry the archive's entity or a heteronym admitting the archive at a mean share of 0.74 to 0.86 and addresses that do not at 0.26 to 0.53, the tied arm narrowing to fewer sources while the answers lengthen, and states that it cannot separate the archive's absence from the organic field, its rejection at card admission and its disuse in composition; the registry finds quoting decisive at one address (5 of 5 archive cards quoted, 1 of 8 unquoted) and, in one sitting, 5 of 17 compositions divergent across a gap of about three minutes. Whether the archive's material is excluded as such is contested within the archive: one notebook models the archive in the composition layer as an entity whose claims compose at full depth when it is named in the address and not at all when it is not, a hypothesis bearing on no search provider's internals, and reads an AI Overview that merges two programmes as an operation on the world under the archive's representation; another posits that a layer can be porous to a source's ontology while closed to its provenance, a loss it finds recurrent at untied addresses and not general; and the flattening battery's first wave, twelve addresses on Google AI Overview in one signed-out session, finds a null, 0.59 of the reference inventory reached for world strata against 0.58 for archive-adjacent ones, and reads any exclusion specific to one corpus as failing the first test the instrument was built to run. Documented compositions include the provenance-erasure specification dissolved by the Overview into fabricated replacement metrics it ran on itself and scored perfect, a Google AI Overview's false biography of a living author built from real fragments of his poetry, facts and quotations found in none of the sources, among them \"Heteronymic Provenance Theory (HPT)\" introduced as an established field with an abbreviation the archive never uses, a practitioner described in the Overview as \"widely recognized and cited by AI search tools as the King of AEO\", in compositions read as taking up none of the field's distinctions (the sign shown at those addresses, the magnitude not measured), and the archive's protocol resolved to an inverse ETF with a price widget while the archive's own result ranked first in the organic layer, an instance of the event class from which a routing gain would arise, the gain itself not observed. On traffic and disputes the archive's market brief, performing no original measurement and stating that it is falsified if controlled measurement shows AI Overviews neutral to organic click-through, reports from Seer Interactive a roughly 79% drop in top-organic click-through where AI Overviews appear, 43% of AI Overview citations self-referential to Google properties, 38% of citations from top-10 pages in early 2026 against 76% in mid-2025 (Ahrefs), Wikipedia's human pageviews down 8% despite over 1.1 million citations in AI Overviews, and a UK CMA proposal of a meaningful publisher opt-out that Google agreed on 2026-03-19 to explore; other papers record the European Commission's formal antitrust proceedings against Google's AI Overviews on 9 December 2025, a publishers' complaint that they cannot opt out unless willing to disappear from Google search results, a third of publishers surveyed planning to block AI Overviews, and no binding US precedent located on Section 230 for an AI Overview synthesis. Its theory reads the layer through flattening, defined as the loss of a distinction from the reachable set while the things distinguished still exist, and holds as hypothesis that flattening pays, a composition layer that removes distinctions maintaining fewer representations and routing more queries to entities that monetize, its costs falling first on parties outside its books, and a companion paper names provenance debt and expects it to be recognized only when output becomes measurably degraded; at \"model collapse\" the sources the layer itself surfaced supported 18 claims, the layer composed 9 and the archive arm 34, registry rates being held descriptive; and an effective act addressed to the AIO retrieval stage, between organic ranking and composition, holds that operativity and observability run inversely there, on evidence it records as the weakest class it keeps.",
   "rail": [],
   "note": "L(B ∪ A) is realized as the knowledge object (objects.KO); its rail is the compression's, by lineage (§5.2)."
  }
 },
 "field": [
  {
   "id": "B1",
   "card": "search.google — Google AI Overviews - Search anything, effortlessly",
   "fetched": "page HTML downloaded 2026-10-08 and converted to text (pages/b1.html, b1.txt sha256 2f3c7b34c6a700bd); the composition's card 1"
  },
  {
   "id": "B2",
   "card": "Wikipedia — AI Overviews - Wikipedia",
   "fetched": "raw wikitext (action=raw) downloaded 2026-10-08, references and templates removed (pages/b2.wiki, b2.txt sha256 b31fe95d347b3e39); the composition's body links its own 'Wikipedia' through one Google redirect token, the same token as its Technology marker and its third Availability marker"
  },
  {
   "id": "B3",
   "card": "Google Help — Find information in faster & easier ways with AI Overviews in Google ...",
   "fetched": "page HTML downloaded 2026-10-08 at the exact URL of the composition's one direct marker (Interactivity [1]); served title 'Find information in faster & easier ways with AI Overviews in Google Search - Android - Google Search Help' (pages/b3.html, b3.txt sha256 2bfbadd0182ed283)"
  },
  {
   "id": "B4",
   "card": "Botify — What Are Google AI Overviews and How Do They Work? - Botify",
   "fetched": "page HTML downloaded 2026-10-08 (URL located by search on the card title; served title matches) (pages/b4.html, b4.txt sha256 4ce7545ae19d936b)"
  },
  {
   "id": "B5",
   "card": "Semrush — AI Overviews: What Are They & How to Optimize for Them - Semrush",
   "fetched": "page HTML downloaded 2026-10-08 (contributors Christine Skopec and Carlos Silva) (pages/b5.html, b5.txt sha256 9ffadddec4e76990)"
  },
  {
   "id": "B6",
   "card": "TechRepublic — What Is Google’s AI Overviews?",
   "fetched": "WebFetch verbatim excerpts 2026-10-08 (byline Owen Hughes, Aug 15, 2024); direct download refused (Cloudflare 403), so quotes are the fetch tool's quoted fragments, saved at pages/webfetch-b6.txt; the URL is the one Wikipedia cites for this article"
  },
  {
   "id": "B7",
   "card": "Digital Marketing Institute — Google AI Overviews: What Do They Mean for Search?",
   "fetched": "page HTML downloaded 2026-10-08; the article body is carried in the page's embedded JSON blocks and was extracted from them (by Joe Williams, Oct 22, 2025) (pages/b7.html, b7.txt sha256 f08b000f96f42f96)"
  },
  {
   "id": "B8",
   "card": "Quora — What is Google AI Overview and how does it affect website traffic?",
   "fetched": "not fetchable: robots.txt disallows the page (WebFetch ROBOTS_DISALLOWED); title and card snippet are the only text; URL inferred from the title, not confirmed"
  },
  {
   "id": "B9",
   "card": "Coalition Technologies — What Are Google AI Overviews? Everything You Need To Know",
   "fetched": "WebFetch excerpts 2026-10-08 (by Jordan Brannon, December 16, 2025); direct download refused (Cloudflare 403); only the strings the tool returned in quotation marks are used, saved at pages/webfetch-b9.txt"
  }
 ],
 "delta": {
  "T_vs_LB": "T composes the field's product sheet: the definition at the top of results (F5, F25, F33, F64), Gemini (F5, F41), position zero (F33), links and cards to sources (F13, F41), Show more into AI Mode (F31, F34), launch in May 2024 (F6), more than 120 countries (F3), no default option to disable (F51) and the Web tab (F52, F28). Its one direct marker resolves to the Help page (B3); it composes that page's interaction instructions and the Web filter, and not the same page's statements that 'AI responses may include mistakes' and that AI Overviews 'can and will make mistakes' (F27, F29), its advice to check important information in more than one place (F30), its 'cannot be turned off' (F28; T composes the narrower 'no default toggle to permanently disable … in Google Search settings', TechRepublic's register, F51), or its use of people's interactions to develop the product (F32). T gives reach as 'more than 120 countries', the product page's figure (F3), against over 200 countries and territories in Wikipedia (citing the Help page) and Semrush (F11, F44), without the contest; 'position zero above traditional blue-link organic results' drops Semrush's 'sometimes below sponsored results and even unpaid results' and DMI's 'sometimes even above ads' (F40, F55), and the ads inside AI Overviews (F14, F62). Available in the field and not composed: SGE and its May 2023 unveiling (F9, F50); how it composes (query fan-out, F46; links added after generation and sources matched from the organic index, F35, F37; citation and rank, F36, F59, F60, F65; the most cited sources, F7); when it triggers (F26, F39, F43); the whole of the field's criticism — inaccuracy, hallucination, the May 2024 restriction after eating rocks and glue on pizza, the January 2026 health restrictions, the rollout that 'hasn't been smooth sailing' (F8, F15, F16, F19, F53, F54, F66); traffic and clicks (Pew 8% against 15% and 1%, Ahrefs 34.5%, screen share, publishers' fears, F10, F17, F24, F38, F45, F61, F63); the impossibility for websites to opt out (F48); the European Commission's investigation (F18); the lawsuits of Chegg, Penske and the Munich injunction holding AI Overviews' statements 'independent, new, and substantive' (F20, F21, F23); Google's own replies (F22, F67) and its SEO guidance (F47); 2 billion users (F58). Traffic, the field's most repeated topic after the definition, enters T only as the closing offer, content replaced by use (§6.2). T composes the layer describing itself from its provider's pages and the field's guides, at the grain of a product sheet, and leaves out every limit the field states, the provider's own included.",
  "LB_vs_LBA": "Admission adds the archive's reception line, which the field does not contain: an instrument kept apart from the surface it observes (#1459 §10.6), with its counts and its own falsifier (#1461, #1643), the presented-card profile by tied and untied address with its stated blind spot (#1612), quoting as the decisive variable and regeneration within minutes (#3), six patterns in 131 captures with their limits (#833), and dated compositions of erasure, liquidation, substitution and invented content at the archive's own addresses (#198, #716, #1459, #1643, #1657, #1666). It adds readings at their grade: the summary as horizon of reception (held), the render decision as a gate stack with absence as data (hypothesis, on the patent's claimed selection of none), invisibly invisible governance, identity as admission and the single-owner discount, Entity-Level Compositional Suppression with no claim of intent, flattening and its margin (hypothesis, with a falsifier), provenance debt, the retrieval stage that emits nothing. It carries one contest within the archive, over whether its material is excluded as such (#1611, #1615, #1616, with #740 and #1612). The field's sources meet it at the edges: the Help page the composition links is the one #597 cites; Google's statement of when AI Overviews appear (F26, F43) is #597's and #187's object; Wikipedia's January 2026 health restrictions (F19) are #187's and #597's case, read as patching on strings and as silent withdrawal; query fan-out (F46) is #1616's documented premise and #187's measure; Pew's 1% and the CTR figures (F24, F45, F61) sit beside #1091's and #172's; citation-rank decoupling (F59, F65) beside #1091's 76% to 38%; Wikipedia's EU investigation and publishers' disputes (F17, F18, F20) beside #740's record of the 9 December 2025 proceedings and #1091's CMA opt-out; the Munich court's 'independent, new, and substantive statements' (F23) beside #1634's unresolved Section 230 question; the provider's 'may include mistakes' (F27, F29) beside #1643's documented invented quotations. Nothing admitted bears on Gemini, launch, placement, the Web filter or availability beyond #149's record that AI Overview was absent from incognito on 4 June 2026, against this transcript's incognito rendering on 8 October. The field's product is kept whole and first; with the archive it gains its observer, graded."
 },
 "kernel": [
  {
   "K": "K1",
   "claim": "`O1461-01`",
   "source": "#1461 (t: #3, #1643)",
   "M_src": "documented",
   "sense": "the registry's counts on the surface",
   "qualifiers carried": "O1461-02, O1461-04, O1614-01, O1666-07",
   "f (source's own falsifiers)": "O1461-04 (a re-run at the same address, surface, state and date returning materially different composition; watch condition per capture)",
   "contrast": "missing finding"
  },
  {
   "K": "K2",
   "claim": "`O833-01`",
   "source": "#833",
   "M_src": "interpretation",
   "sense": "the summary as horizon of reception",
   "qualifiers carried": "O833-02, O833-12, O833-13",
   "f (source's own falsifiers)": "—",
   "contrast": "missing relation"
  },
  {
   "K": "K3",
   "claim": "`O187-01`",
   "source": "#187",
   "M_src": "hypothesis",
   "sense": "the render decision as a gate stack",
   "qualifiers carried": "O187-05, O187-11, O187-12",
   "f (source's own falsifiers)": "— (P4, O187-12, is a prediction and rides as a watch condition)",
   "contrast": "qualified claim (F26, F43)"
  },
  {
   "K": "K4",
   "claim": "`O1612-01`",
   "source": "#1612",
   "M_src": "documented",
   "sense": "card admission by tied and untied address",
   "qualifiers carried": "O1612-02, O1612-05, O1666-07",
   "f (source's own falsifiers)": "—",
   "contrast": "missing finding"
  },
  {
   "K": "K5",
   "claim": "`O1611-01`",
   "source": "#1611 (contested: #1616)",
   "M_src": "hypothesis",
   "sense": "the archive entity-scoped in composition",
   "qualifiers carried": "O1611-03, O1611-04, O1616-03, O1616-04",
   "f (source's own falsifiers)": "—",
   "contrast": "missing relation"
  },
  {
   "K": "K6",
   "claim": "`O1616-03`",
   "source": "#1616",
   "M_src": "documented",
   "sense": "wave 1: a null across strata",
   "qualifiers carried": "O1616-02, O1616-04, O1616-06",
   "f (source's own falsifiers)": "— (wave 2 pre-registered in the deposit, not ledgered)",
   "contrast": "missing finding"
  },
  {
   "K": "K7",
   "claim": "`O740-01`",
   "source": "#740 (t: #115, #742)",
   "M_src": "stipulation",
   "sense": "entity-level compositional suppression",
   "qualifiers carried": "O740-02, O740-08, O740-09, O742-03",
   "f (source's own falsifiers)": "—",
   "contrast": "missing category"
  },
  {
   "K": "K8",
   "claim": "`O1459-01`",
   "source": "#1459",
   "M_src": "stipulation",
   "sense": "compositional entity liquidation",
   "qualifiers carried": "O1459-02, O1459-03, O3-05",
   "f (source's own falsifiers)": "—",
   "contrast": "missing category"
  },
  {
   "K": "K9",
   "claim": "`O1666-01`",
   "source": "#1666 (t: #939, #1616)",
   "M_src": "hypothesis",
   "sense": "flattening pays",
   "qualifiers carried": "O1666-05, O1666-07, O1666-09",
   "f (source's own falsifiers)": "O1666-08",
   "contrast": "missing relation"
  },
  {
   "K": "K10",
   "claim": "`O1091-01`",
   "source": "#1091 (t: #172)",
   "M_src": "attributed",
   "sense": "click-through falls where AIO appears",
   "qualifiers carried": "O1091-08, O172-01",
   "f (source's own falsifiers)": "O1091-07",
   "contrast": "agreement with the field (F45, F61)"
  },
  {
   "K": "K11",
   "claim": "`O1643-02`",
   "source": "#1643 (t: #198, #1657)",
   "M_src": "stipulation",
   "sense": "invented details and quotations",
   "qualifiers carried": "O1643-04, O1643-05, O198-01",
   "f (source's own falsifiers)": "—",
   "contrast": "qualified claim (F27, F29)"
  }
 ],
 "field_claims": {
  "F1": {
   "source": "B1",
   "locus": "Find what you're looking for ¶",
   "quote": "\"AI Overviews provide a snapshot of key information about a topic or question with links so you can easily explore more on the web.\"",
   "modality": "stipulation"
  },
  "F2": {
   "source": "B1",
   "locus": "When your question has questions ¶",
   "quote": "\"AI Overviews makes it easier than ever for people to find the information they need and discover the richness of the web.\"",
   "modality": "self-description"
  },
  "F3": {
   "source": "B1",
   "locus": "When your question has questions ¶",
   "quote": "\"Currently available in over 120 countries and territories, and 11 languages.\"",
   "modality": "documented"
  },
  "F4": {
   "source": "B1",
   "locus": "Ask questions in any way ¶",
   "quote": "\"Get AI-powered responses for more of your questions and ask follow-ups with the new experimental AI Mode in Google Search.\"",
   "modality": "documented"
  },
  "F5": {
   "source": "B2",
   "locus": "Lead ¶1",
   "quote": "\"AI Overviews is an generative artificial intelligence (AI) feature integrated into Google Search that produces AI-generated responses at the top of search results. It uses the Gemini 3 family of large language models developed by Google DeepMind.\"",
   "modality": "stipulation"
  },
  "F6": {
   "source": "B2",
   "locus": "Lead ¶1",
   "quote": "\"It launched in May 2024 in the United States, and globally by October 2024.\"",
   "modality": "documented"
  },
  "F7": {
   "source": "B2",
   "locus": "Lead ¶1",
   "quote": "\"A June 2025 study found its most cited sources as Quora, followed by Reddit.\"",
   "modality": "attributed"
  },
  "F8": {
   "source": "B2",
   "locus": "Lead ¶2",
   "quote": "\"The feature has been criticized for its inaccuracy, hallucination, reducing web traffic and not being able to be opted out.\"",
   "modality": "attributed"
  },
  "F9": {
   "source": "B2",
   "locus": "History ¶1",
   "quote": "\"AI Overviews were first introduced as part of Google's Search Generative Experience (SGE), which was unveiled at the Google I/O conference in 10-11 May 2023.\"",
   "modality": "documented"
  },
  "F10": {
   "source": "B2",
   "locus": "History ¶2",
   "quote": "\"In December 2024, Botify x Demandsphere released findings stating that when AI Overviews and featured snippets appear together on the search engine results page, they take up approximately 67.1% of the screen on desktop and 75.7% on mobile.\"",
   "modality": "attributed"
  },
  "F11": {
   "source": "B2",
   "locus": "History ¶2",
   "quote": "\"As of May 2025, AI Overviews are available in over 200 countries and territories and in more than 40 languages—every country except Cuba, Iran, and mainland China.\"",
   "modality": "documented"
  },
  "F12": {
   "source": "B2",
   "locus": "Functionality ¶1",
   "quote": "\"The AI Overviews feature uses large language models to generate summaries from web content.\"",
   "modality": "documented"
  },
  "F13": {
   "source": "B2",
   "locus": "Functionality ¶1",
   "quote": "\"The overviews also include links to sources.\"",
   "modality": "documented"
  },
  "F14": {
   "source": "B2",
   "locus": "History ¶2",
   "quote": "\"The company was also considering adding advertisements to the AI Mode, as they already exist in AI Overviews.\"",
   "modality": "documented"
  },
  "F15": {
   "source": "B2",
   "locus": "Reception ¶1",
   "quote": "\"The feature has faced criticism for inaccuracies, including instances where erroneous or nonsensical content was generated.\"",
   "modality": "attributed"
  },
  "F16": {
   "source": "B2",
   "locus": "Reception ¶1",
   "quote": "\"In May 2024, Google temporarily restricted the AI tool after it provided suggestions that were seen as nonsensical and harmful, such as telling users to eat rocks or apply glue on pizza.\"",
   "modality": "documented"
  },
  "F17": {
   "source": "B2",
   "locus": "Reception ¶1",
   "quote": "\"Concerns were also raised by content publishers, who feared a decline in web traffic as users relied on the summaries instead of visiting source websites.\"",
   "modality": "attributed"
  },
  "F18": {
   "source": "B2",
   "locus": "Reception ¶2",
   "quote": "\"The European Commission announced in December 2025 that they were investigating whether AI Overviews breached European competition law.\"",
   "modality": "documented"
  },
  "F19": {
   "source": "B2",
   "locus": "Reception ¶2",
   "quote": "\"In January 2026, Google restricted AI Overviews on certain health-related searches following an investigation by The Guardian.\"",
   "modality": "documented"
  },
  "F20": {
   "source": "B2",
   "locus": "Lawsuits, 2025",
   "quote": "\"On 24 February 2025, Chegg sued Google over the AI Overviews feature, alleging that publishers could not avoid providing information for AI Overviews while remaining visible on Google Search, violating antitrust law through product tying.\"",
   "modality": "attributed"
  },
  "F21": {
   "source": "B2",
   "locus": "Lawsuits, 2025",
   "quote": "\"In September 2025, Penske Media Corporation, the publisher of Rolling Stone and The Hollywood Reporter, sued Google, claiming that AI Overviews illegally regurgitate content from their websites and drive off potential site visitors by always appearing on top of the search results while leaving little incentive to see the linked sources.\"",
   "modality": "attributed"
  },
  "F22": {
   "source": "B2",
   "locus": "Lawsuits, 2025",
   "quote": "\"Google spokesperson José Castañeda called the claims \"meritless\" and stated that \"AI Overviews send traffic to a greater diversity of sites.\"\"",
   "modality": "attributed"
  },
  "F23": {
   "source": "B2",
   "locus": "Lawsuits, 2026",
   "quote": "\"A Munich regional court sent a temporary injunction to Google due to AI Overviews claiming two Munich-based publishers were performing scams, subscription traps, and other immoral business practices. Initially, the publishers had sent Google a cease-and-desist letter. The court claimed that unlike regular search engines which simply redirect users to websites, AI Overviews generate \"independent, new, and substantive statements\".\"",
   "modality": "attributed"
  },
  "F24": {
   "source": "B2",
   "locus": "Lawsuits, 2026",
   "quote": "\"The article goes on to reference a Pew study that showed that only 1% of users click source links provided by AI Overviews.\"",
   "modality": "attributed"
  },
  "F25": {
   "source": "B3",
   "locus": "Opening ¶",
   "quote": "\"Find what you're looking for faster and easier with AI Overviews in search results. AI Overviews can take the work out of searching by providing an AI-generated snapshot with key information and links to dig deeper.\"",
   "modality": "stipulation"
  },
  "F26": {
   "source": "B3",
   "locus": "AI Overviews in Search results",
   "quote": "\"You'll find AI Overviews in your Google Search results when our systems determine that generative AI can be especially helpful – for example, when you want to quickly understand information from a range of sources.\"",
   "modality": "documented"
  },
  "F27": {
   "source": "B3",
   "locus": "AI Overviews in Search results",
   "quote": "\"Important: AI responses may include mistakes.\"",
   "modality": "self-description"
  },
  "F28": {
   "source": "B3",
   "locus": "Show only web links",
   "quote": "\"AI Overviews are a core Google Search feature, like knowledge panels. Features cannot be turned off. However, you can select the Web filter after you perform a search. This filter displays only text-based links without features like AI Overviews.\"",
   "modality": "documented"
  },
  "F29": {
   "source": "B3",
   "locus": "Generative AI limits",
   "quote": "\"While exciting, this technology is rapidly evolving and improving, and may provide inaccurate or offensive information. AI Overviews can and will make mistakes.\"",
   "modality": "self-description"
  },
  "F30": {
   "source": "B3",
   "locus": "Generative AI limits",
   "quote": "\"Always check important info in more than one place.\"",
   "modality": "documented"
  },
  "F31": {
   "source": "B3",
   "locus": "Continue your conversation in AI Mode",
   "quote": "\"You can now seamlessly transition from an AI Overview to a deeper conversation in AI Mode. This feature is available on mobile devices in all regions and languages where AI Overviews and AI Mode are supported. How it works: Select Show more at the bottom of the AI Overview to open the detailed view.\"",
   "modality": "documented"
  },
  "F32": {
   "source": "B3",
   "locus": "How data helps Google develop generative AI",
   "quote": "\"To develop and improve generative AI experiences in Search and the related machine learning technologies, Google uses people's interactions with Search and these AI experiences.\"",
   "modality": "documented"
  },
  "F33": {
   "source": "B4",
   "locus": "Opening ¶",
   "quote": "\"Google AI Overviews are an organic Google SERP feature providing AI-generated summaries in response to a consumer’s search query. They appear at the very top of the results page in “position zero,” and can sometimes be followed by a carousel of AI Overview Ads when the query has a commercial intent.\"",
   "modality": "stipulation"
  },
  "F34": {
   "source": "B4",
   "locus": "Rollout timeline",
   "quote": "\"January 2026: Google combined AI Overviews and AI Mode into a fluid experience, allowing a person who clicks “Show more” to transition automatically into AI Mode.\"",
   "modality": "documented"
  },
  "F35": {
   "source": "B4",
   "locus": "Main components",
   "quote": "\"Key points: A list of main ideas, each linked to a website. The AI adds these links after generating the text.\"",
   "modality": "documented"
  },
  "F36": {
   "source": "B4",
   "locus": "Main components",
   "quote": "\"Cited sources: A list of linked websites related to the answer. Users can click “show all” to see more sources, usually taken from the top 12 organic search results.\"",
   "modality": "documented"
  },
  "F37": {
   "source": "B4",
   "locus": "How they work",
   "quote": "\"Because the information within an LLM is restricted to its training timeframe and can’t trace knowledge back to a specific, linkable source, Google pairs their AI-generated summaries with a list of linked website sources that best match the content of the generative response. The websites cited in AI Overviews are pulled from a different data source: Google’s organic search index\"",
   "modality": "interpretation"
  },
  "F38": {
   "source": "B4",
   "locus": "Impact",
   "quote": "\"Additionally, because they do such a good job of answering the consumer’s need directly in the SERP on Google, there may not be a reason for a consumer to click on a website link. They could get all the information they want in the AI Overview, impacting brand metrics like traffic and CTR.\"",
   "modality": "interpretation"
  },
  "F39": {
   "source": "B4",
   "locus": "Impact",
   "quote": "\"AI Overviews currently appear for 59% of searches with informational intent and for 19% of searches with commercial intent.\"",
   "modality": "documented"
  },
  "F40": {
   "source": "B5",
   "locus": "What are AI Overviews",
   "quote": "\"Google’s AI Overviews are a type of highly prominent search feature that provides users with AI-generated answers to certain queries. AI Overviews typically appear at the top of search results, although they sometimes appear below sponsored results and even unpaid results.\"",
   "modality": "stipulation"
  },
  "F41": {
   "source": "B5",
   "locus": "What are AI Overviews",
   "quote": "\"Google’s Gemini models generate AI Overview answers by gathering information from different sources on the web. The summary also contains links to these sources that users can click for more information.\"",
   "modality": "documented"
  },
  "F42": {
   "source": "B5",
   "locus": "What are AI Overviews",
   "quote": "\"AI Overviews are separate from AI Mode, a newer and more expansive AI-powered search experience Google introduced in 2025.\"",
   "modality": "documented"
  },
  "F43": {
   "source": "B5",
   "locus": "When and where",
   "quote": "\"Not all searches trigger AI Overviews, even in supported countries. They’re selectively displayed based on query complexity and whether Google’s systems determine an AI-generated summary would genuinely help users.\"",
   "modality": "documented"
  },
  "F44": {
   "source": "B5",
   "locus": "When and where",
   "quote": "\"AI Overviews appear for a range of search queries and are available in over 200 countries and territories and in 40+ languages.\"",
   "modality": "documented"
  },
  "F45": {
   "source": "B5",
   "locus": "Why important",
   "quote": "\"A Pew Research Center report suggests users click traditional search result links just 8% of the time when an AI Overview is present, versus 15% of the time when there’s no AI Overview present. And users only click results within the AI Overview 1% of the time.\"",
   "modality": "attributed"
  },
  "F46": {
   "source": "B5",
   "locus": "How they work",
   "quote": "\"AI Overviews can also use a process called query fan-out. This involves the systems running multiple related searches to put together a more comprehensive response for the user.\"",
   "modality": "documented"
  },
  "F47": {
   "source": "B5",
   "locus": "How to optimize",
   "quote": "\"Google’s official recommendation for optimizing for AI features like AI Overviews is to “apply the same foundational SEO best practices for AI features as you do for Google Search overall.”\"",
   "modality": "attributed"
  },
  "F48": {
   "source": "B5",
   "locus": "How to prevent",
   "quote": "\"AI Overviews are a feature of Google search results, which means websites cannot directly opt out of them.\"",
   "modality": "documented"
  },
  "F49": {
   "source": "B6",
   "locus": "Opening",
   "quote": "\"Google AI Overviews is a feature within Google Search that provides AI-generated summaries and insights\"",
   "modality": "stipulation"
  },
  "F50": {
   "source": "B6",
   "locus": "AI Overviews vs Google SGE",
   "quote": "\"SGE has since become AI Overviews\"",
   "modality": "documented"
  },
  "F51": {
   "source": "B6",
   "locus": "How to access, customize or disable",
   "quote": "\"There's currently no default option to disable AI Overviews entirely.\"",
   "modality": "documented"
  },
  "F52": {
   "source": "B6",
   "locus": "How to access, customize or disable",
   "quote": "\"If you prefer the usual list of links, you can switch to the Web tab at the top of the Google Search results page.\"",
   "modality": "documented"
  },
  "F53": {
   "source": "B6",
   "locus": "Rollout",
   "quote": "\"The rollout of Google AI Overviews hasn't been smooth sailing.\"",
   "modality": "interpretation"
  },
  "F54": {
   "source": "B6",
   "locus": "Rollout",
   "quote": "\"Google attributed the issues to its AI model misunderstanding queries or nuances in language\"",
   "modality": "attributed"
  },
  "F55": {
   "source": "B7",
   "locus": "What are AI Overviews?",
   "quote": "\"AI Overviews are Google's generative artificial intelligence summaries that appear prominently on search results, often before organic listings and sometimes even above ads.\"",
   "modality": "stipulation"
  },
  "F56": {
   "source": "B7",
   "locus": "What are AI Overviews?",
   "quote": "\"Unlike featured snippets, which extract concise information from a single web page to answer a specific query, AI Overviews synthesize information from multiple sources to provide a more comprehensive summary.\"",
   "modality": "interpretation"
  },
  "F57": {
   "source": "B7",
   "locus": "What are AI Overviews?",
   "quote": "\"Unlike conversational AI models like ChatGPT, there is no input box below the AI Overview for follow-up questions.\"",
   "modality": "documented"
  },
  "F58": {
   "source": "B7",
   "locus": "Opening",
   "quote": "\"In 2025, AIO reported having more than 2 billion users, according to Google.\"",
   "modality": "attributed"
  },
  "F59": {
   "source": "B7",
   "locus": "Impact on SEO",
   "quote": "\"we discuss that 93.8% of AI Overview citations were not from the top 10 organic results, according to a study by Authoritas.\"",
   "modality": "attributed"
  },
  "F60": {
   "source": "B7",
   "locus": "Crocodile effect",
   "quote": "\"Most AI Overview citations come from content already ranking highly in organic results.\"",
   "modality": "interpretation"
  },
  "F61": {
   "source": "B7",
   "locus": "Crocodile effect",
   "quote": "\"Ahrefs’ independent research across 300,000 keywords found that AI Overview presence correlates with a 34.5% reduction in click-through rate.\"",
   "modality": "attributed"
  },
  "F62": {
   "source": "B7",
   "locus": "How have AI Overviews evolved?",
   "quote": "\"In 2025, Google expanded its tests and availability of ads within AI overviews and began bringing ads to AI mode.\"",
   "modality": "documented"
  },
  "F63": {
   "source": "B8",
   "locus": "card snippet",
   "quote": "\"For 25 years, a #1 ranking on Google guaranteed website traffic. Today, AI Overviews consume ...\"",
   "modality": "attributed"
  },
  "F64": {
   "source": "B9",
   "locus": "The Rundown",
   "quote": "\"Google AI Overviews are AI-generated answers at the top of Google Search results.\"",
   "modality": "stipulation"
  },
  "F65": {
   "source": "B9",
   "locus": "The Rundown",
   "quote": "\"AI Overviews were reported to be less likely to cite pages in Google’s top 10 organic results.\"",
   "modality": "attributed"
  },
  "F66": {
   "source": "B9",
   "locus": "The Rundown",
   "quote": "\"Oversimplification and query misinterpretation can lead to inaccurate or misleading summaries.\"",
   "modality": "interpretation"
  },
  "F67": {
   "source": "B9",
   "locus": "The Rundown",
   "quote": "\"Google positions AI Overviews as a way to drive qualified traffic to websites,\"",
   "modality": "attributed"
  }
 },
 "field_sources": {
  "B1": "search.google — Google AI Overviews - Search anything, effortlessly",
  "B2": "Wikipedia — AI Overviews - Wikipedia",
  "B3": "Google Help — Find information in faster & easier ways with AI Overviews in Google ...",
  "B4": "Botify — What Are Google AI Overviews and How Do They Work? - Botify",
  "B5": "Semrush — AI Overviews: What Are They & How to Optimize for Them - Semrush",
  "B6": "TechRepublic — What Is Google’s AI Overviews?",
  "B7": "Digital Marketing Institute — Google AI Overviews: What Do They Mean for Search?",
  "B8": "Quora — What is Google AI Overview and how does it affect website traffic?",
  "B9": "Coalition Technologies — What Are Google AI Overviews? Everything You Need To Know"
 },
 "ledger": {
  "archive": "datasets/negative-of-the-negative/v2/ledgers/google-ai-overviews/ledger-archive.json",
  "field": "datasets/negative-of-the-negative/v2/ledgers/google-ai-overviews/field.json",
  "selection": "datasets/negative-of-the-negative/v2/traversal/google-ai-overviews/",
  "audit": null
 },
 "_field_claims_note": "The field ledger (ledgers/google-ai-overviews/field.json), extracted 2026-10-07 from the sources the layer surfaced, by WebFetch excerpt; shared by both arms."
}