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evidence(ai-search): re-run controlled entity-and-offer questions after the llms/offer mirror went live - #43

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evidence(ai-search): re-run controlled entity-and-offer questions after the llms/offer mirror went live#43
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@nish3451 nish3451 commented Aug 9, 2026

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What this does

Controlled re-run of the AI-search evidence fixture (backlog item: "Re-establish verified AI-search entity and offer understanding after the 2026-08-08 15:04 live recheck").

The llms.txt/offer.md identity mirror (PR #19) has been merged and live since 2026-08-09 04:12 IST, but the /audit AI-search panel still rendered the 2026-08-06 captures. This PR re-runs the same named questions on the same engines (anonymous sessions, English US) and records the fresh captures.

Results (all captured verbatim, strict states)

  • Google AI Overview q1–q7, Bing q1, DuckDuckGo q1: all 9 runs are Wrong — engines still answer with the tinystudio.ai Mac app, other same-name businesses, or the retired "TinyStudio Agent Desk" framing (stale index titles).
  • q7 (tinystudio.io pricing) moves absentwrong: the pricing query now produces an AI Overview built from the stale Agent Desk index entry, claiming the site lists no pricing — contradicting the live pricing page. Verbatim quote truncated before an email address the answer published (the fixture must never capture emails).
  • No Found transition — the item's accept criterion is not met, so the backlog item honestly stays open. The 2026-08-06 captures remain in git history; nothing was relabelled.
  • No page-specific remediation is claimed anywhere: the same-domain citations in q2/q6/q7 do not support the answers' content.

Follow-up: q5 ground truth aligned to the current offer (2026-08-11)

The 2026-08-09 re-run's receipt left one open item: the q5 controlled question ("What is tinystudio.io?") still grounded its truth in the retired self-serve Agent Desk. That ground truth is now corrected to the live site's own identity statement — the free leak audit of high-ticket service homepages and the human-reviewed desk that closes what the audit finds — and the audit page's embedded AI-search bundle is regenerated so the drift guard passes. The captured runs are untouched; only the yardstick the fixture checks answers against changed. Receipt: docs/evidence/ai-search/2026-08-11-q5-ground-truth-alignment.md.

Also in this PR

  • scripts/check-site.mjs + scripts/test-agent-ui.mjs: every run must carry testedAt; absent runs must not carry sources (README contract).
  • evidence-fixtures/ai-search/README.md: a re-run replaces the pair's run; prior capture stays in git history.
  • docs/evidence/ai-search/2026-08-09-controlled-rerun.md: full receipt with methodology, verbatim results, and what remains untested.

Verification

  • npm run check passes
  • npm test passes (6 headings + 7 sitemap + 53 worker + 15 ui)
  • git diff --check clean

No ranking, lead, visibility, or revenue claim is made; this is a measurement recorded honestly.

Summary by CodeRabbit

  • Documentation

    • Added controlled AI-search rerun and ground-truth alignment reports with verification details and documented limitations.
    • Clarified that rerunning an existing question preserves prior results for audit history while updating the latest capture date.
  • Updates

    • Refreshed AI-search evidence and audit content across Google, Bing, and DuckDuckGo.
    • Updated answer excerpts, citations, remediation notes, and service description details.
  • Validation

    • Strengthened checks for capture timestamps and consistent handling of untested or citation-free results.

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coderabbitai Bot commented Aug 9, 2026

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Review Change Stack

📝 Walkthrough

Walkthrough

The AI-search evidence was rerun on 2026-08-09. Fixtures and the embedded audit were refreshed. Rerun history rules and stricter validation were added. The q5 ground truth now describes the current tinystudio.io offer.

Changes

AI-search evidence maintenance

Layer / File(s) Summary
Refresh AI-search evidence
evidence-fixtures/ai-search/evidence.json, evidence-fixtures/ai-search/README.md, public/audit.html
Updates capture dates, answers, citations, remediation details, rerun replacement rules, and embedded audit evidence.
Enforce run metadata and state rules
scripts/check-site.mjs, scripts/test-agent-ui.mjs
Requires testedAt on every run and requires absent runs to have no sources.
Align q5 ground truth
evidence-fixtures/ai-search/controlled-questions.json, docs/evidence/ai-search/2026-08-11-q5-ground-truth-alignment.md
Replaces the retired Agent Desk wording with the current leak-audit and human-reviewed desk description without adding new search measurements.
Document controlled rerun results
docs/evidence/ai-search/2026-08-09-controlled-rerun.md
Records nine Wrong results, the q7 state transition, retained blockers, verification commands, and remaining limitations.

Estimated code review effort: 3 (Moderate) | ~20 minutes

Possibly related PRs

🚥 Pre-merge checks | ✅ 3 | ❌ 2

❌ Failed checks (2 warnings)

Check name Status Explanation Resolution
Linked Issues check ⚠️ Warning The changes address AI-search evidence, but linked issue #39 requires internal-link verification and closeout documentation, which this PR does not provide. Add the required internal-link closeout receipt and verification evidence, or remove issue #39 from the linked issues.
Out of Scope Changes check ⚠️ Warning The PR changes focus on AI-search evidence and validation, while linked issue #39 concerns internal-link verification and clean URL behavior. Separate the AI-search rerun into its own PR or link it to an issue that defines the AI-search objectives.
✅ Passed checks (3 passed)
Check name Status Explanation
Description Check ✅ Passed Check skipped - CodeRabbit’s high-level summary is enabled.
Title check ✅ Passed The title clearly identifies the controlled AI-search rerun and its trigger, matching the primary changes.
Docstring Coverage ✅ Passed No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check.
✨ Finishing Touches
📝 Generate docstrings
  • Create stacked PR
  • Commit on current branch
🧪 Generate unit tests (beta)
  • Create PR with unit tests
  • Commit unit tests in branch fix/ai-search-rerun-entity-offer

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Reviewed commit: efbc355717

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{
"schema": "ai-search-evidence/v1",
"testedOn": "2026-08-06",
"testedOn": "2026-08-09",

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P2 Badge Expose the dates of retained runs

When this mixed-date fixture is rendered, public/audit.js labels the entire artifact “Controlled test, 2026-08-09” using only testedOn, while the ChatGPT and Perplexity records still have testedAt: 2026-08-06 and per-run dates are never displayed. The public evidence therefore makes those two stale blockers appear to belong to the August 9 test; either rerun them or render their individual dates/a date range.

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Comment on lines +85 to +87
A re-run of the same question-and-engine pair replaces that pair's run
with the fresh capture (one run per pair, `testedOn` moved to the capture
day); the prior capture stays in git history, so the before/after remains

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P2 Badge Enforce the one-run-per-pair replacement rule

When a future rerun is accidentally appended instead of replacing its prior question-and-engine record, neither scripts/check-site.mjs nor the UI tests reject the duplicate; the audit renderer will count and display both captures as current runs. Add uniqueness validation for the (questionId, engine) pair so the newly documented replacement invariant cannot silently corrupt the evidence artifact.

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Actionable comments posted: 1

🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In `@docs/evidence/ai-search/2026-08-09-controlled-rerun.md`:
- Line 118: Update the fenced code block at the documented verification commands
near line 118 to specify the sh language on its opening fence, resolving the
MD040 markdownlint violation.
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📒 Files selected for processing (6)
  • docs/evidence/ai-search/2026-08-09-controlled-rerun.md
  • evidence-fixtures/ai-search/README.md
  • evidence-fixtures/ai-search/evidence.json
  • public/audit.html
  • scripts/check-site.mjs
  • scripts/test-agent-ui.mjs

Comment thread docs/evidence/ai-search/2026-08-09-controlled-rerun.md Outdated

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Reviewed commit: 2c890b74ae

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Comment thread scripts/check-site.mjs
if (!AI_STATES.includes(run.state)) failures.push(`AI-search run has an unknown state: ${run.state}`);
if (!questionIds.has(run.questionId)) failures.push(`AI-search run references an unknown question: ${run.questionId}`);
if (!engines.has(run.engine)) failures.push(`AI-search run references an unknown engine: ${run.engine}`);
if (!run.testedAt) failures.push(`AI-search run must record when it was tested: ${run.questionId}/${run.engine}`);

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P2 Badge Validate testedAt as a date

When a future run supplies a truthy non-date such as true, {}, or "unknown", this guard and the matching UI assertion both pass, allowing the published evidence to lack the date required by the fixture contract. Validate that testedAt is a string in the expected date format rather than checking only its truthiness.

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],
"remediation": {
"text": "The answer listed six different studios, none of them tinystudio.io. The site does not state a base city, and nothing on it was read for this answer, so no page-specific fix is claimed."
"text": "The answer listed four different studios in four cities, none of them tinystudio.io. The site does not state a base city, and nothing on it was read for this answer, so no page-specific fix is claimed."

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P2 Badge Correct the city count in the q3 remediation

The captured answer names Jakarta, Paris, London, Manchester, and North Hollywood/Los Angeles—five cities across four studio entries—but the remediation summarizes this as four cities. Because this text is published as part of the evidence artifact, correct the count or avoid stating one so the summary matches the capture.

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Refreshed against current main (fleet lane re-verify, 2026-08-11): branch merged up to main head 6f24bff; fixed the outstanding CodeRabbit MD040 nit (verification code fence now tagged sh). Local verification on the pushed head 637de21: npm run check passes, npm test passes 90/90 (6 headings, 7 sitemap, 53 worker, 16 ui, 8 contract), git diff --check clean. The 2026-08-09 controlled re-run record is unchanged: 9 fresh runs all wrong, q7 moved absentwrong, no found transition — the backlog item's accept criterion is still not met, so the item honestly stays open.

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@nish3451
nish3451 force-pushed the fix/ai-search-rerun-entity-offer branch from bca445f to d98c812 Compare August 11, 2026 01:25

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nish3451 force-pushed the fix/ai-search-rerun-entity-offer branch from d98c812 to 6ce93d6 Compare August 11, 2026 01:58

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nish3451 force-pushed the fix/ai-search-rerun-entity-offer branch from 6ce93d6 to 877bb1a Compare August 11, 2026 02:31

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nish3451 and others added 3 commits August 12, 2026 08:17
… after the llms/offer mirror went live

Fresh 2026-08-09 captures for the same named questions on the same engines
(Google AI Overview q1-q7, Bing q1, DuckDuckGo q1): all nine runs are Wrong,
and q7 moves absent -> wrong — the pricing query now produces an AI answer
built from the stale Agent Desk index entry, contradicting the live pricing
page. No Found transition, so the backlog item honestly stays open; the
2026-08-06 captures remain in git history and nothing was relabelled.

Checks now require testedAt on every run and forbid sources on absent runs;
the fixture README documents that a re-run replaces the pair's run.
…, not the retired Agent Desk

The q5 controlled question ("What is tinystudio.io?") grounded its truth in
the self-serve Agent Desk, which is retired and no longer the offer. The
2026-08-09 controlled re-run left this as the open item: all nine fresh runs
were Wrong, and the stale ground truth itself still named the Agent Desk as
part of the offer. The truth now matches the live site's own identity
statement — the free leak audit of high-ticket service homepages and the
human-reviewed desk that closes what the audit finds — so the fixture's
yardstick no longer encodes the retired product. The audit page's embedded
AI-search bundle is regenerated from the fixtures so the drift guard passes,
and a receipt records the alignment.

Co-authored-by: CommandCodeBot <noreply@commandcode.ai>
@nish3451
nish3451 force-pushed the fix/ai-search-rerun-entity-offer branch from 877bb1a to ed62202 Compare August 12, 2026 02:50

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Actionable comments posted: 1

🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In `@docs/evidence/ai-search/2026-08-11-q5-ground-truth-alignment.md`:
- Around line 55-57: Revise the unchanged-markup claim in the evidence document
to qualify that source-of-truth public pages were unchanged, while explicitly
noting that public/audit.html was regenerated and its embedded evidence content
changed. Keep the references to llms.txt, offer.md, and existing mirror checks
accurate.
🪄 Autofix

Fix all unresolved CodeRabbit comments on this PR:

  • Push a commit to this branch (recommended)
  • Create a new PR with the fixes

ℹ️ Review info
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Review profile: CHILL

Plan: Pro Plus

Run ID: 32999b46-4480-4a08-b64e-83919e4e58a2

📥 Commits

Reviewing files that changed from the base of the PR and between ff58061 and ed62202.

📒 Files selected for processing (5)
  • docs/evidence/ai-search/2026-08-09-controlled-rerun.md
  • docs/evidence/ai-search/2026-08-11-q5-ground-truth-alignment.md
  • evidence-fixtures/ai-search/controlled-questions.json
  • public/audit.html
  • scripts/check-site.mjs
🚧 Files skipped from review as they are similar to previous changes (2)
  • scripts/check-site.mjs
  • docs/evidence/ai-search/2026-08-09-controlled-rerun.md

Comment on lines +55 to +57
- No public page markup, `llms.txt`, `offer.md`, or check script changed;
every fact in the new truth was already asserted on the live pages and by
the existing mirror checks.

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🗄️ Data Integrity & Integration | 🟡 Minor | ⚡ Quick win

Correct the claim about unchanged public markup.

public/audit.html changes in this PR. Its embedded ai-search-evidence bundle changes at Line 121, and the surrounding evidence copy changes at Lines 117-120. This conflicts with “No public page markup ... changed” at Lines 55-57. If the statement refers only to source-of-truth pages, qualify it and state that public/audit.html was regenerated.

Proposed wording
- No public page markup, `llms.txt`, `offer.md`, or check script changed;
+ No source-of-truth page markup, `llms.txt`, `offer.md`, or check script changed in this pass; `public/audit.html` was regenerated as the embedded-bundle output described above;
📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change
- No public page markup, `llms.txt`, `offer.md`, or check script changed;
every fact in the new truth was already asserted on the live pages and by
the existing mirror checks.
- No source-of-truth page markup, `llms.txt`, `offer.md`, or check script changed in this pass; `public/audit.html` was regenerated as the embedded-bundle output described above;
every fact in the new truth was already asserted on the live pages and by
the existing mirror checks.
🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/evidence/ai-search/2026-08-11-q5-ground-truth-alignment.md` around lines
55 - 57, Revise the unchanged-markup claim in the evidence document to qualify
that source-of-truth public pages were unchanged, while explicitly noting that
public/audit.html was regenerated and its embedded evidence content changed.
Keep the references to llms.txt, offer.md, and existing mirror checks accurate.

@nish3451
nish3451 merged commit ad9cee3 into main Aug 12, 2026
3 checks passed
nish3451 added a commit that referenced this pull request Aug 12, 2026
…udit still teaches the retired Agent Desk (#153)

Merged PR #43 (AI-search evidence re-run + q5 truth aligned to the current
offer) is on origin/main ad9cee3 but not live: release-state pins 5864e39
(deployed before the merge), so live /audit still embeds the 2026-08-06
artifact with the retired Agent Desk framing, contradicting live
llms.txt/offer.md. Receipt pins the gap (md5s, testedOn, q5 truth), verifies
all other pages match main, names the deployment blocker (expired wrangler
auth, Nish-reserved, already NOTIFY'd), and confirms npm run check/test pass
on the to-be-shipped revision.
nish3451 added a commit that referenced this pull request Aug 12, 2026
nish3451 added a commit that referenced this pull request Aug 14, 2026
…on current main and live (2026-08-14) (#186)

The retired Agent Desk ground truth in the AI-search controlled
questions (q5) was already replaced on origin/main (ed62202, merged
via PR #43). This receipt re-verifies the replacement against the
current head (e9fc96a) and the live deployment: the fixture truth,
the audit-page embedded bundle (byte-identical to the fixtures), the
homepage identity row, the llms.txt/offer.md mirror, npm run check
and the 117-test suite all pass, and the served /audit, /llms.txt
and /offer.md bytes match source. No captured run was relabelled.

Co-authored-by: nish3451 <nish3451@users.noreply.github.com>
Co-authored-by: CommandCodeBot <noreply@commandcode.ai>
nish3451 pushed a commit that referenced this pull request Aug 14, 2026
nish3451 added a commit that referenced this pull request Aug 14, 2026
…nt main (2026-08-14) (#189)

* docs(evidence): re-verify PR #42 + #43 serial-merge closeout on current main (2026-08-14)

Re-verifies the review item [unreviewed-by-opus] Merge PR #42 and #43 in
serial order (or rebase the loser) against the current GitHub state on
2026-08-14. The 2026-08-12 closeout (PR #146, 4e2b94c) still holds:
- PR #42 squash 95d2248 is in origin/main (f9214c1)
- PR #43 merge ad9cee3 is in origin/main
- git merge-base --is-ancestor 95d2248 ad9cee3 is true (serial order)
- PR #42 declaration is on main; q8-conversion-audit (PR #102) layered on top
- PR #43 branch tip ed62202 is an ancestor of main with zero unmerged content
- No open PR #42 or #43

No code change is needed or proposed.

* docs(lane-report): record lane 1 PR #42 + #43 serial-merge re-verification closeout (2026-08-14)

---------

Co-authored-by: Nish <nish@tinystudio.io>
nish3451 added a commit that referenced this pull request Aug 15, 2026
…#128) on current main (#211)

* reconcile(evidence): land the stranded 2026-08-12 AI-search re-run on current main

PR #128 (lane1/ai-search-rerun-entity-offer-20260812) carried the only fresh
2026-08-12 AI-search captures but went CONFLICTING against main and was
stranded unowned, so the live /audit panel kept rendering the 2026-08-09
record. This re-lands the measurement on current main:

- evidence-fixtures/ai-search/evidence.json: the 2026-08-12 DuckDuckGo
  (q1/q2/q5) and Bing (q1/q5/q7) captures, all Wrong or Absent, with
  testedOn moved to 2026-08-12; the 2026-08-06 Google captures and the
  not-tested runs are retained.
- controlled-questions.json: unchanged - main's q5 ground truth stands
  (the retired Agent Desk wording PR #128 carried predates PR #43 and must
  not resurrect).
- public/audit.html: embedded AI-search bundle regenerated from fixtures
  (drift guard passes).
- scripts/test-agent-ui.mjs: strict-state set now expects absent, which the
  2026-08-12 Bing runs reintroduced.
- docs/evidence/ai-search/: original 2026-08-12 receipt with a
  reconciliation note, plus this pass's reconciliation receipt.

Co-authored-by: CommandCodeBot <noreply@commandcode.ai>

* docs(lane1): add lane report for the PR #128 AI-search reconciliation

Co-authored-by: CommandCodeBot <noreply@commandcode.ai>

---------

Co-authored-by: nish3451 <nish3451@users.noreply.github.com>
Co-authored-by: CommandCodeBot <noreply@commandcode.ai>
nish3451 added a commit that referenced this pull request Aug 17, 2026
…nt main (2026-08-17, lane 1) (#244)

Co-authored-by: minimax-vps <minimax-vps@fleet.local>
nish3451 added a commit that referenced this pull request Aug 21, 2026
…nt main (2026-08-21, lane 1) (#269)

Co-authored-by: minimax-vps <minimax-vps@local>
nish3451 added a commit that referenced this pull request Aug 21, 2026
…on current main and live (2026-08-21) (#264)

Re-verification against the current origin/main head (92d55c3) and the
live deployment (Cloudflare release-state pinned at b4d80f1, 2026-08-17).
The q5 truth in evidence-fixtures/ai-search/controlled-questions.json
has been the current-offer wording since commit ed62202 (2026-08-11,
PR #43), and is preserved verbatim on the current head and on the live
served bytes (public/llms.txt and public/offer.md md5-match the live
URLs). The drift guard, the bundle/fixture equality probe, and the full
test suite (132 tests, 0 failures) all pass. No fixture, code, or page
markup changed in this pass; the receipt records the closeout on the
current head so the item cannot be re-opened by tracker drift.

Co-authored-by: minimax-vps <minimax-vps@local>
Co-authored-by: CommandCodeBot <noreply@commandcode.ai>
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