Can ChatGPT Surface a Criminal Record? What Can and Can't Be Proven

A search-backed tool may retrieve a public record page. A closed-book model may return prior associations, no knowledge, or a hallucination. Neither result is a verified background check.

Correction to the Earlier Version of This Page

An earlier version claimed that FixMyRecord ran a multi-person, multi-platform experiment and obtained consistent majority results. The current project does not have a durable dataset, run manifest, prompts, model versions, timestamps, and adjudicated ground truth sufficient to support those quantitative claims. We have withdrawn them.

The supportable conclusion is narrower: general-purpose models can sometimes return public-record claims, especially when search is enabled, and those claims require identity and source verification.

Closed-Book and Search-Backed Are Different

A closed-book sample does not necessarily retrieve the current web. A search-backed sample may retrieve current indexed pages and citations. You cannot infer from an answer that a specific mugshot site was in training data, that information is permanently "baked in," or that removing a cited URL will change future answers.

Perplexity-style search-backed behavior should be labeled and separately authorized. It must not be mixed with closed-book results as if all models ran the same test.

The Largest Immediate Risk Is Identity Error

• A shared or similar name can merge two different people.
• An arrest can be described as a conviction.
• An old charge can omit a dismissal, acquittal, sealing, or later correction.
• A generic broker teaser can be misread as a record about the person.
• A citation can point to a copied or stale page rather than the official source.

That is why a name alone is never enough. If name plus location still does not distinguish the person, the correct result is insufficient identity, not "exposed."

What to Verify

Check the original URL, official docket or disposition, name, age or date of birth where lawfully available, city, county, date, and whether the page is current. Do not score or act on an optional model sample. Do not treat model disagreement as proof that one model found a hidden source.

Mugshot and Court Paths

FixMyRecord can discover major indexed mugshot publishers and the broader web/image tail. Discovery is not complete source clearance and does not promise removal. A real path may depend on publisher policy, applicable law, correction evidence, dismissal/sealing/expungement documents, a search-engine policy, or legal review.

For verified broker profiles, use the broker's actual opt-out process. For court or mugshot material, collect official documents and review the specific publisher and jurisdiction before sending anything.

Privacy-Safe Sampling

FixMyRecord scans do not send identity to LLM providers, and production sampling is currently unavailable. If released later, it will require explicit consent, one neutral identity prompt, a disclosed exact model, verified zero-data-retention routing, no silent fallback, and separate authorization for search-backed mode.