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RESEARCH / GUIDE

Verify AI research one claim at a time

A reviewed claim ledger showing supported statements, corrections, and remaining gaps.

6 min readUpdated October 1, 2026
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O1 / RESEARCH

01 / START HERE

A useful way to approach it.

A source-linked answer can still contain a sentence the source does not support. Verification starts with the sentence, not the length of the bibliography. Take the claims that could change your decision and check each against the original material. A short answer with three checked claims can be more useful than a polished report with twenty unexamined links.

Use o1 to organize the review, then open the evidence yourself. Enabled web search can help retrieve material in the signed-in workspace, but availability and a citation do not guarantee accuracy. This guide produces a correction ledger rather than an automatic truth score. Its sample claims and excerpts are fictional so you can practice the method without mistaking the example for research.

Check the exact sentence against the original source.
Preserve dates, population, conditions, and limitations.
Separate unsupported claims from reasonable but labeled inference.

02 / THE PROCESS

Go from question to next step.

  1. 01

    Select the claims that matter

    Break the answer into individual factual statements. Prioritize prices, capabilities, dates, comparisons, and numbers that affect your next action. A sentence containing several claims may need several rows. Keep recommendations in a separate column so a sensible suggestion does not make an unsupported fact appear verified.

  2. 02

    Open the original material

    Follow each citation and locate the passage that supposedly supports the claim. Check that the page belongs to the stated publisher and that the content is accessible. A search result, broken link, or page about a related topic is insufficient. Write down the page title and the section you actually reviewed.

  3. 03

    Compare wording and scope

    Look for changes in meaning: 'some customers' becoming 'all customers', 'may' becoming 'will', or a pilot result becoming a general promise. Check the geography, sample, product tier, and time period. A number without its denominator or measurement definition can be technically copied and still lead to a misleading conclusion.

  4. 04

    Resolve contradictions explicitly

    When two sources disagree, check whether they measure different things or describe different dates. Prefer the source appropriate to the claim, not whichever supports your preferred answer. Record both statements if the disagreement remains unresolved. Ask the assistant to explain the conflict using only the supplied passages, then inspect that explanation too.

  5. 05

    Rewrite and retain a review trail

    Mark each claim supported, partly supported, unsupported, or unresolved. Rewrite overly broad statements with their actual conditions and remove claims you cannot establish. Keep enough of the ledger for another reader to reproduce the check. Revisit time-sensitive evidence before using it in a consequential decision or publishing the answer.

03 / YOUR STARTING POINT

A prompt you can make your own.

Replace the bracketed fields. Add only information you have permission to share. This is a reusable text prompt; it does not run a task from this page.

YOUR REQUEST
Audit these claims: {{claims}} against these original source passages and URLs: {{sources}}. Produce a ledger with exact claim, supporting passage, date and scope, status, and proposed correction. Use supported, partly supported, unsupported, or unresolved. Do not treat a relevant link as proof. Flag missing denominators, changed wording, outdated evidence, and inference presented as fact. If a page cannot be opened, say so. Finish with the three claims I should inspect manually before using this answer.

04 / SEE THE SHAPE OF IT

Illustrative citation audit

Fictional claims and authored excerpts; the table demonstrates review decisions rather than a live verification result.

Draft claimSupplied evidenceReview result
Every plan includes exportS1: export listed under Team planPartly supported; name the plan
Setup takes ten minutesS2: one customer's accountUnsupported as a general promise
Offer is available nowS3: announcement with no release dateUnresolved; check release documentation
Monthly limit is 20S4: current guide says 20 per workspaceSupported with workspace condition

The corrected answer keeps the useful facts and makes the conditions visible instead of assigning an invented accuracy percentage.

05 / KEEP YOUR JUDGMENT

What to watch before you use it.

Counting citations instead of checking them

Several links can repeat the same unsupported statement. Trace the claim to material that directly establishes it.

Silently changing a claim

Keep the original wording beside the correction. Readers need to understand what was too broad and why it changed.

Treating confidence as evidence

An assistant's confident tone or self-assigned score is not a substitute for a relevant passage and a reproducible check.

06 / THE FINAL PASS

A little review goes a long way.

REVIEW BEFORE YOU USE IT0 / 5 checked

Your checks stay on this page. They do not approve or run a task.

07 / GOOD QUESTIONS

Before you begin.

Does a citation mean the answer is verified?

No. It points to material you can inspect. The page must support the exact claim under the relevant conditions, and the answer must preserve that scope. A citation can be real while the associated sentence is still misleading.

Should I remove every inference?

Inference can be useful when it is clearly labeled and grounded in stated evidence. Explain the reasoning and identify what would change it. Remove an inference when readers could reasonably mistake it for something the source directly establishes.

What if verification changes the recommendation?

Update the recommendation and explain which corrected assumption changed it. Keep the previous claim in your working ledger so the revision is understandable. Do not preserve a preferred conclusion by substituting weaker supporting material.

MAKE IT YOUR OWN

Bring your own question.

Use the prompt in your preferred assistant or explore o1. Live AI requires a verified account and your consent.

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