Review the Whole Output, Not Only Its Facts

Work through the explanation, apply it to the example, and complete the quick check before continuing.

Use seven review dimensions

A useful output must meet more than one kind of quality requirement.

1. Accuracy

Do factual statements match suitable evidence? Are calculations, names, dates, units, and quotations correct?

2. Completeness

Does the output include every required item? Has it silently left out an exception, warning, group, step, or uncertainty?

3. Relevance

Does the content answer the actual task for the stated audience, or does it include attractive but distracting material?

4. Assumptions

What has the output treated as true without support? Does it assume a location, policy, audience need, cause, intention, or missing value?

5. Reasoning and consistency

Do the conclusions follow from the supplied evidence and stated method? Do different parts of the output contradict each other?

For many tasks, you do not need access to hidden model reasoning. Review the visible claims, evidence, calculations, steps, and conclusions.

6. Tone and audience fit

Is the language suitable for the audience and purpose? Is it respectful, clear, and proportionate? Does confidence exceed the evidence?

7. Source quality

Are material claims linked to sources that exist, are current enough, have suitable authority, and actually support the claim?

A simple inspection order

Use this order:

1. Re-read the task specification.
2. Check required content and format.
3. Mark material claims and assumptions.
4. Verify the important claims.
5. Test calculations and internal consistency.
6. Check audience, tone, and accessibility.
7. Record the decision and remaining limits.

Starting with the specification prevents a common mistake: admiring an answer that solves the wrong problem.

Worked example

Task:

Summarise the approved event notes in 80 words. Include date, place, required item, and contact. Do not add unstated details.

Output:

Join the free workshop on 12 August at Lakeside Hall. Bring a photo ID. Places are limited, so email [email protected] today.

Review:

• Accuracy: date and place may match, but free needs evidence.
• Completeness: the required item and contact appear; the time is absent if it was required by the notes.
• Relevance: the output is focused.
• Assumptions: place limit and urgency are assumed.
• Consistency: no visible contradiction.
• Tone: clear, but today creates unsupported pressure.
• Sources: each factual claim must be checked against the approved notes.

Remember

• Review against the task specification first.
• Accuracy is only one quality dimension.
• Look for omissions and assumptions as carefully as false claims.
• Review visible evidence and conclusions rather than trusting confident language.

Next, we will mark which parts of an output need evidence.