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.
Research opportunities this claim motivates
What this claim leaves open for research. Each is a hypothesis about a gap, not a finding.
- Are AI answer layers narrowing or widening the range of sites people visit?An audit found nearly 30% of domains cited in AI Overviews were absent from the first page of results shown with them, so AI answers may route attention through a different set of sources; the audit measures what is shown, not what users visit.
- Are AI search answers less faithful to their cited sources outside US English?Reports 11.0% of atomic claims unsupported by cited pages in a 2026 AI Overviews audit; a cross-market replication is named as what would change it, and it does not license claims about user beliefs.
Provenance and status
- Claim type
- ESTIMATE (as printed: “ESTIMATE”)
- Publication status
- ELIGIBLE (PREPRINT) (as printed: “ELIGIBLE WITH PREPRINT QUALIFIER”)
- Verification state
- CONTENT_VERIFIED_PRIMARY (PREPRINT) (as printed: “CONTENT VERIFIED PREPRINT”; verified by: UNKNOWN)
- Does not license
- User belief effects or claim that AIOs are mostly wrong
- Source (field 6, as printed)
- Xu, Iqbal & Montgomery 2026, arXiv:2605.14021
- Source type (field 7)
- PREPRINT (as printed: “Preprint audit”)
- Institutional position
- Independent academic
- Maturity (claim evidence / publication maturity)
- EMERGING (as printed: “EMERGING”)
- Recorded date
- 2026-09-25
- Currentness / correction
- This is the current version. No correction or concern relation is recorded on its Sources.
Version
Current version v1.0, resolved through the explicit current pointer CLAIM--LD10-HQ-C15.
Pinned Sources (field 6, version-specific)
- “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)
Read the originals
- SRC-LD10-XU-IQBAL-MONTGOMERY-2026: open the original
All 25 canonical Claim fields (raw values and normalized values)
| # | Canonical field | Canonical value (verbatim) | Normalized (Claim Value Vocabulary v1.0.2) |
|---|---|---|---|
| 1 | CLAIM ID | LD10-HQ-C15 | — |
| 2 | PUBLIC-FACING CLAIM | 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. | — |
| 3 | CLAIM TYPE | ESTIMATE | base_types: ESTIMATE |
| 4 | RESEARCH STRAND | C/F — Source selection & platform governance | — |
| 5 | MATURITY | EMERGING | states: EMERGING |
| 6 | SOURCE | Xu, Iqbal & Montgomery 2026, arXiv:2605.14021 | source_ids: SRC-LD10-XU-IQBAL-MONTGOMERY-2026 |
| 7 | SOURCE TYPE | Preprint audit | classes: PREPRINT |
| 8 | INSTITUTIONAL POSITION | Independent academic | — |
| 9 | SCOPE | U.S. Google; 55,393 trending queries; Mar–Apr 2026 | — |
| 10 | DESIGN | Large-scale audit | — |
| 11 | SAMPLE / DATASET | 55,393 queries; 98,020 atomic claims | — |
| 12 | MODEL / TOOL / VERSION | Google AI Overviews | — |
| 13 | COMPARATOR | Co-displayed first-page results | — |
| 14 | MAIN RESULT | Distinct source selection; 11.0% unsupported, omission dominant; political topics lower activation | — |
| 15 | INFERENTIAL TARGET | Source-selection logic, fidelity and activation | — |
| 16 | DOES NOT LICENSE | User belief effects or claim that AIOs are mostly wrong | — |
| 17 | VERIFICATION STATE | CONTENT VERIFIED PREPRINT | state: CONTENT_VERIFIED_PRIMARY · qualifiers: PREPRINT · verified_by: UNKNOWN |
| 18 | LIMITATIONS | Automated/LLM-assisted claim checking; U.S. only | — |
| 19 | CONTRADICTORY / SUPPORTING SOURCES | Other credibility measures disagree on source quality | — |
| 20 | GEOGRAPHY / LANGUAGE | US / English | — |
| 21 | DISTRIBUTIONAL LEDGER | Question-style users face more AI mediation; publisher exposure varies by selection | — |
| 22 | R01 / FIELD-MAP LINKS | D7, D4b, D6, R-1 | — |
| 23 | WHAT WOULD CHANGE THIS CLAIM? | Human-validated re-audit or cross-market replication | — |
| 24 | PUBLICATION STATUS | ELIGIBLE WITH PREPRINT QUALIFIER | state: ELIGIBLE · qualifiers: PREPRINT |
| 25 | RECORDED DATE | 2026-09-25 | — |
Field 22 references resolved against Field Map v0.2: D7 (DOMAIN); D4b (SUB_AREA); D6 (DOMAIN); R-1 (LENS)
Cited by Living Debate versions
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-256fde7e78d06505979fdc80ab2d97bdb7a64f116c76f17c1d161e36ec14cd6dd95; SocioLens — Programme Status & Authority Register v0.6 status “CURRENT.”; frozen fixturefixtures/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.