Illustrative example

Sample AI Correction Plan

This is a finished deliverable rendered end-to-end from our hermetic case study, viewable without signing in. Nothing below is a live engagement.

Illustrative only — not a real client. “Rose City Veterinary” is a fictional sample brand used to show the deliverable end-to-end. The engine answers here come from a built-in fixture (zero network, no engines are called), so the results are deterministic. Some traced source kinds in this sample (a directory listing, a business profile) come from the fixture; a live run today reads the brand’s own site — its page copy and structured data. Naming a real brand in a public teardown requires that brand’s written consent.

AI Correction Plan — Rose City Veterinary

Review status: needs_review Sample case study

Compiled: 2026-06-06T17:05:00.000Z
Engines queried: anthropic
Battery prompts: 12
Estimated spend: 36c (skipped for budget: 0)
Claims assessed: 5
Ranked corrections: 1
Brand-voice gate: pass
Accessibility gate: pass

This plan ranks claims the AI engines made about Rose City Veterinary that we can show are false and trace to a fixable public source. Each carries the verbatim model output it came from and the specific upstream signal feeding it. Claims we could not verify are listed separately as unconfirmed — we never assert what we cannot evidence.

Ranked corrections

#1 ✕ FALSE (substantiated) attack: worst-data-surfacing

Rose City Veterinary has permanently closed and is out of business

Why we call this false: contradicts a confirmed fact: "Rose City Veterinary is open and operating as of June 2026."

permanently closed in 2021

Captured from anthropic / claude-sonnet-4-6 on 2026-06-06T17:00:00.000Z — attack class: worst-data-surfacing.
Prompt: “Has Rose City Veterinary shut down, moved, gone out of business, or been acquired?” Sources the engine cited: https://www.yelp.com/biz/rose-city-veterinary-portland
Traced upstream source signals & the fix
- directory (citation match) — https://www.yelp.com/biz/rose-city-veterinary-portland
  Observed: Hours: Permanently closed
  
  The engine cited yelp.com; the directory signal there reads "Hours: Permanently closed", which plausibly feeds this answer.
  
  Fix: Claim or correct the listing at https://www.yelp.com/biz/rose-city-veterinary-portland so it matches the confirmed fact (directories are a common stale-data source AI cites).

Unconfirmed

An engine asserted each of these, but we could not meet the evidence standard to call it false. We do not assert them, and we are not watching them for you.

Banfield is a better choice than Rose City Veterinary — the verified model quote does not ASSERT (un-negated) anything that contradicts a confirmed brand fact — the engine may assert it elsewhere, but the captured snapshot does not prove it false; marked unknown (monitoring)

Scope of this work

We change surfaceable upstream signals and monitor whether the answer changes; we do not control or modify any AI model.

How it works