Preview: not announced. Search engines asked not to index.

Claim LD10-HQ-C15 (v1.0)

A 2026 Google AI Overviews audit found 13.7% overall activation, 64.7% on question-form queries, nearly 30% of cited domains absent from the co-displayed first results page, and 11.0% of atomic claims unsupported by cited pages.

Provenance and status

Claim type
Estimate
Publication status
Eligible for publication, with qualifiers: preprint
Verification state
Checked against the primary source; the source is a preprint. Who checked this claim is not recorded for it; claim checks so far were AI-led, and no person has checked claims against their sources.
Does not license
User belief effects or claim that AIOs are mostly wrong
Limitations
Automated/LLM-assisted claim checking; U.S. only
Source (as cited)
Xu, Iqbal & Montgomery 2026, arXiv:2605.14021
Source type
Preprint (recorded as “Preprint audit”)
Institutional position
Independent academic
Maturity of the evidence
Emerging evidence
Recorded date
25 September 2026
Currentness / correction
This is the current version. No correction or concern is recorded on its sources.

Sources this version cites

Version

This page shows version v1.0. Its record never changes, even when newer evidence arrives; the site may add a note to the page or withhold a figure not cleared for public use.

This pinned version is also the current version.

Versions: v1.0 · current

Raw record: every recorded field, with its coded values

All 25 canonical Claim fields, verbatim, with the coded values derived from them. The plain-language labels above are read from these.

Claim type (coded)
ESTIMATE (as printed: “ESTIMATE”)
Publication status (coded)
ELIGIBLE (PREPRINT) (as printed: “ELIGIBLE WITH PREPRINT QUALIFIER”)
Verification state (coded)
CONTENT_VERIFIED_PRIMARY (PREPRINT)
Source type (coded)
PREPRINT
Maturity (coded)
EMERGING
#Canonical fieldCanonical value (verbatim)Normalized (Claim Value Vocabulary v1.0.2)
1CLAIM IDLD10-HQ-C15—
2PUBLIC-FACING CLAIMA 2026 Google AI Overviews audit found 13.7% overall activation, 64.7% on question-form queries, nearly 30% of cited domains absent from the co-displayed first results page, and 11.0% of atomic claims unsupported by cited pages.—
3CLAIM TYPEESTIMATEbase_types: ESTIMATE
4RESEARCH STRANDC/F — Source selection & platform governance—
5MATURITYEMERGINGstates: EMERGING
6SOURCEXu, Iqbal & Montgomery 2026, arXiv:2605.14021source_ids: SRC-LD10-XU-IQBAL-MONTGOMERY-2026
7SOURCE TYPEPreprint auditclasses: PREPRINT
8INSTITUTIONAL POSITIONIndependent academic—
9SCOPEU.S. Google; 55,393 trending queries; Mar–Apr 2026—
10DESIGNLarge-scale audit—
11SAMPLE / DATASET55,393 queries; 98,020 atomic claims—
12MODEL / TOOL / VERSIONGoogle AI Overviews—
13COMPARATORCo-displayed first-page results—
14MAIN RESULTDistinct source selection; 11.0% unsupported, omission dominant; political topics lower activation—
15INFERENTIAL TARGETSource-selection logic, fidelity and activation—
16DOES NOT LICENSEUser belief effects or claim that AIOs are mostly wrong—
17VERIFICATION STATECONTENT VERIFIED PREPRINTstate: CONTENT_VERIFIED_PRIMARY · qualifiers: PREPRINT · verified_by: UNKNOWN
18LIMITATIONSAutomated/LLM-assisted claim checking; U.S. only—
19CONTRADICTORY / SUPPORTING SOURCESOther credibility measures disagree on source quality—
20GEOGRAPHY / LANGUAGEUS / English—
21DISTRIBUTIONAL LEDGERQuestion-style users face more AI mediation; publisher exposure varies by selection—
22R01 / FIELD-MAP LINKSD7, D4b, D6, R-1—
23WHAT WOULD CHANGE THIS CLAIM?Human-validated re-audit or cross-market replication—
24PUBLICATION STATUSELIGIBLE WITH PREPRINT QUALIFIERstate: ELIGIBLE · qualifiers: PREPRINT
25RECORDED DATE2026-09-25—

Field 22 references resolved against Field Map v0.2: D7 (DOMAIN); D4b (SUB_AREA); D6 (DOMAIN); R-1 (LENS)

The sources as recorded, with their record IDs and coded source types:

Pinned Sources (field 6, version-specific)

  • “Xu, Iqbal & Montgomery 2026, arXiv:2605.14021” → Xu, Iqbal & Montgomery 2026, arXiv:2605.14021 (SRC-LD10-XU-IQBAL-MONTGOMERY-2026--v1.0) — Xu, Iqbal & Montgomery 2026, arXiv:2605.14021; class PREPRINT (explicit public provenance pin)

Cited by Living Debate versions

Cite this page

SocioLens project. (2026, September 25). A 2026 Google AI Overviews audit found 13.7% overall activation, 64.7% on question-form queries, nearly 30% of cited domains absent from the co-displayed first results page, and 11.0% of atomic claims unsupported by cited pages [Claim LD10-HQ-C15, version v1.0]. SocioLens. https://sociolens-web.pages.dev/claims/ld10-hq-c15/v1.0/

@misc{sociolens_ld10_hq_c15_v1_0,
  author = {{SocioLens project}},
  title = {A 2026 Google AI Overviews audit found 13.7\% overall activation, 64.7\% on question-form queries, nearly 30\% of cited domains absent from the co-displayed first results page, and 11.0\% of atomic claims unsupported by cited pages.},
  year = {2026},
  date = {2026-09-25},
  howpublished = {\url{https://sociolens-web.pages.dev/claims/ld10-hq-c15/v1.0/}},
  note = {Claim LD10-HQ-C15, version v1.0}
}

The link points to this version, whose record never changes. For a finding, cite the original study as well: SocioLens summarizes research and does not replace it.

Research-of-record provenance

Materialized by sociolens-materializer 0.6.0 at 2026-09-28T20:00:00.000Z; normalization contract SocioLens — Claim Value Vocabulary v1.0.2 — Pre-Spike Materialization Contract (v1.0.2). Content seal SHA-256 9bf0b9fce250b13babf02b8c897b4e7e01d9326c357dda76e27f148aacc374aa.

Frozen Drive-derived inputs

  • R07 — LD-10 Canonical Claim Ledger v1.0 — LOCKED (v1.0) — Drive ID 1f9tgGnqv80_UyhW0kCgcnTgWNPlx-DYM; revision: NOT_EXPOSED_BY_DRIVE_TEXT_EXPORT; Drive modified ; block “ENTRY 15 — LD10-HQ-C15 ” SHA-256 fde7e78d06505979fdc80ab2d97bdb7a64f116c76f17c1d161e36ec14cd6dd95; SocioLens — Programme Status & Authority Register v0.6 status “CURRENT.”; frozen fixture fixtures/frozen/r07-ld10-claim-ledger-v1.0-canonical.

Builder decisions (not Drive data)

  • VERSION = v1.0 — basis: Claim version taken from the canonical ledger artifact version (R07 — LD-10 Canonical Claim Ledger v1.0); Implementation Architecture Selection §5 logical_id/version convention.
  • CURRENT_POINTER = true — basis: SocioLens — Programme Status & Authority Register v0.6 status for "R07 — LD-10 Canonical Claim Ledger v1.0 — LOCKED": "CURRENT."
  • FIELD_6_SOURCE_REFERENCE = SRC-LD10-XU-IQBAL-MONTGOMERY-2026--v1.0 — basis: field 6 of ENTRY 15 — LD10-HQ-C15 cites "Xu, Iqbal & Montgomery 2026, arXiv:2605.14021"; the frozen field-6 segment of this ClaimVersion's ledger block (fixtures/frozen/r07-ld10-claim-ledger-v1.0-canonical); Drive-derived identity authority (Issue #53 Source inventory, factory-hq decision HQ-ESC-sociolens-ld10-t5-20261011T050405Z-01 ruling 3 inventory S9): R07 Batch 02 lines 89, 91, 92; ledger C15 fields 6/7/8; KEY EVIDENCE line 937 of the locked LD-10 Living Debate.
  • SOURCE_PROVENANCE_PIN = SRC-LD10-XU-IQBAL-MONTGOMERY-2026--v1.0 — basis: Issue #5 proof rendering (Architecture Proof Protocol v0.1 AP-08 / Amendment v1.2 §6): explicit version-pinned public provenance of this ClaimVersion — the pinned field-6 Source record "Xu, Iqbal & Montgomery 2026, arXiv:2605.14021"; Drive-derived identity authority (Issue #53 Source inventory, factory-hq decision HQ-ESC-sociolens-ld10-t5-20261011T050405Z-01 ruling 3 inventory S9): R07 Batch 02 lines 89, 91, 92; ledger C15 fields 6/7/8; KEY EVIDENCE line 937 of the locked LD-10 Living Debate.