Confidence is not evidence
Fluent writing can hide a weak claim. Read the answer once for meaning, then again for statements that could be wrong, outdated, or missing context.
Separate the answer before you judge it
An answer becomes easier to verify when you sort its sentences by what they are doing.
- AI answerConfident language is only the outer layer
- FactsClaims that can meet primary evidence
- AssumptionsConditions that have not been proved
- RecommendationsJudgments shaped by priorities and risk
- AI answercheck: Facts
- Factsexpose: Assumptions
- Assumptionsdecide: Recommendations
- Facts: claims that can be checked against a primary source.
- Assumptions: conditions the answer relies on but did not prove.
- Recommendations: judgments that depend on your priorities and risk.
A source link is a lead, not proof that the source supports the sentence beside it.
Triage the answer before checking it
You do not need to verify every sentence with the same effort. First separate claims that could be checked from opinions, instructions, and assumptions. Then prioritize claims that are central to the decision, likely to change over time, or costly if wrong. This turns verification from an endless search into a focused review.
| Sentence type | Example | Best next action |
|---|---|---|
| Fact | The plan includes 10 GB of storage | Check current official documentation |
| Assumption | Your users prefer a mobile app | Ask what evidence supports the assumption |
| Recommendation | Choose the cheaper plan | Compare it with your priorities and risk |
| Instruction | Run this command as administrator | Understand effects and test in a safe context |
Trace an important claim to primary evidence
The claim-to-evidence chain
A citation becomes useful only when the exact claim survives every link in the chain.
- Exact claimCopy the statement you need to verify
- Primary sourcePrefer the owner, original data, or direct observation
- Supporting passageLocate the words or data that address the claim
- Context matchCheck date, version, region, and conditions
- Review judgmentSupported, contradicted, or unresolved
- Exact claimsearch: Primary source
- Primary sourcelocate: Supporting passage
- Supporting passagecompare: Context match
- Context matchdecide: Review judgment
- Freeze the wording
Write the exact claim before searching so the target cannot quietly change.
- Find the closest primary source
Use official documentation, original research, raw data, or observed product behavior.
- Read around the evidence
Check headings, definitions, exceptions, and footnotes—not one isolated sentence.
- Record the result
Mark the claim supported, contradicted, partly supported, or still unresolved.
Check freshness, scope, and missing conditions
A statement may once have been true and still be wrong for your case. Product limits change, laws differ by jurisdiction, features vary by plan, and research results depend on the tested population. Always ask “true for whom, where, when, and under which conditions?” before transferring a claim into your work.
Four context layers around a claim
The words can match while the surrounding conditions make the evidence unusable.
- Date and versionIs the evidence current for this product or rule?
- Region and jurisdictionDoes it apply where the decision will be used?
- Plan and permissionsIs the feature available to this account and role?
- Conditions and exceptionsWhat must be true for the claim to hold?
- Date and versionnarrow: Region and jurisdiction
- Region and jurisdictionqualify: Plan and permissions
- Plan and permissionsconfirm: Conditions and exceptions
Handle uncertainty without hiding it
This is definitely supported because three articles repeat it.
Two secondary sources repeat the claim, but the official documentation does not confirm it. Treat it as unresolved until the provider clarifies.
Practice an answer audit
| Claim | Risk if wrong | Evidence needed | Status |
|---|---|---|---|
| Copy one exact statement | Low, medium, or high | Name the best primary source or direct test | Supported, contradicted, partial, or unresolved |
| Expose one assumption | What decision could it distort? | User data, requirement, or observation | Confirmed or still assumed |
| Separate one recommendation | Whose priorities does it serve? | Decision criteria and trade-offs | Accepted, changed, or rejected |
Check your understanding
Three practice questions. They are not saved to an account or awarded points.