Keep uncertainty attached to every finding in an AI profile report

Start from the source statement, not the conclusion

Before judging a report paragraph, split it into the smallest claims it makes. For each claim, quote or closely paraphrase the exact public source statement behind it, then note what that statement actually establishes. A public profile saying someone works at a company establishes that the page displays that text at the time you saw it. It does not establish current employment, income or intent. Keeping the source wording beside the report wording is what lets you see where a hedge quietly disappeared. [TraceSeek: product overview and operator-confirmed capabilities]

• Work through the paragraph claim by claim rather than accepting or rejecting it whole.
• Strike anything you cannot trace to a public source you personally checked.

Name the exact qualifier that was lost

Most inflated conclusions lose a specific qualifier. Common losses are uncertainty about whether an account is current, whether a name or photo belongs to the same person, whether a public statement is true, and whether available coverage is complete. Write the missing qualifier in plain words, such as the page was visible on this date but activity status is unknown, or the public profile text was found but it is not confirmed as the same individual. Generative systems can present erroneous content confidently, and even output that conflicts with its own inputs, so a fluent report sentence is not evidence of accuracy. [NIST AI 600-1: generative AI confabulation and source verification]

• Label each claim as one of three kinds: supported public source text, unverified AI interpretation, or unresolved.

Separate what was observed from what was inferred

Keep two columns in the record: what the public artifact shows, and what the report asks you to conclude from it. Operator-confirmed report interpretations about work, income and relationships are unverified inferences drawn from publicly accessible content, not established personal facts. Treat them as suggestions to examine, never as findings about a person. If a claim about income, wealth, sexuality or relationship status rests on a photo, a lifestyle cue or contact patterns, mark it unsupported and do not carry it forward. [TraceSeek: product overview and operator-confirmed capabilities]

• Move every AI interpretation into the inference column, even when it sounds routine.
• Note the absence of confirmed per-claim source links or timestamps as a coverage limit, not as a gap to fill by guessing.

A three-column uncertainty record

The table below is a reader aid for auditing one paragraph, not a promised app control. Use it to hold the source statement, the report claim and the limit side by side, then agree on one unresolved next step. The example entries are hypothetical. Where you cannot name a public source for a claim, the honest entry is a limit and a stop, not a softened guess.

Audit how findings were combined

Uncertainty often survives each single line and then disappears when lines are merged. Check sentences that join several observations with words like confirms, shows or clearly. Ask whether the combined sentence contains any evidence that was not in the separate source statements. Deep search widens the range of accessible public sources, but it does not bypass private accounts or guarantee complete results, so a fuller-looking report can still be built on the same thin base. Breadth of search is not depth of proof. [TraceSeek: product overview and operator-confirmed capabilities]

• Rewrite any merged conclusion as two statements: what each source showed, and what remains unknown.

When the source is missing or ambiguous

If the underlying source is absent, private, mismatched or ambiguous, write that precise limit and stop the inference there. Do not seek private records, do not try to identify a person from similarity, and do not phrase the gap as though it had been resolved. If you are checking a profile that may be disclosed to you voluntarily, a direct, non-accusatory question is more reliable than investigative collection. The unresolved next step should be something like asking the account holder plainly, or waiting for a dated public update, rather than a numerical confidence score the report never had.

• End the audit sentence with the exact unresolved item and one proportionate next step.

Review the report against its own sources

A final pass should compare each conclusion with citations or source statements where they exist, and flag conclusions that have no traceable basis. General AI risk guidance recommends reviewing and verifying sources rather than trusting generated output as final. It also cautions against treating narrow or anecdotal observations as if they were systematic evidence. Apply the same restraint to your own audit: a single checked page supports a single checked observation, not a settled judgment about a person. [NIST AI 600-1: generative AI confabulation and source verification]

• Mark every sentence that outruns its source, and downgrade it before sharing.
• Keep the completed record with the report so the limits travel with the findings.

A couple more questions