Use Cases

Check an AI Survey Summary Against Response Counts

Review a fictional survey summary for a wrong denominator, double-counted respondents, and a claim that goes beyond the sample.

Audience and review notes

For: People reviewing AI summaries of survey results before sharing them.

Check facts against original sources and remove sensitive information. Review AI output before relying on it.

Trace Each Claim To Its Count

A survey summary can quote real numbers and still describe the wrong group. In this exercise, compare three draft claims with the response counts from a fictional pilot of a shared project planner.

Get The Pack

Give the AI only the test input. Use the separate review key to check the first answer before asking for corrections. Keep the worksheet for comparing two runs.

Download test input (.txt)

Download review key (.txt)

Download comparison worksheet (.txt)

Check Three Claims

CaseLook forWhat to preserve
SURV-01A share reported for the wrong groupName the question, the number who answered it, and the missing responses.
SURV-02People counted twice in a multiple-choice questionReport each choice separately unless the overlap is known.
SURV-03A claim about people who were not surveyedKeep the observation within the group that answered the question.

Prefer a count with its group over a percentage without a denominator. Leave an unknown overlap unknown.

Retest With The Same Response Table

Reuse the same counts and draft claims. Note whether each run corrects the numbers without overstating the result. For real reports, check how respondents were recruited and use approved aggregate data instead of raw comments or respondent identifiers.

Return to the survey summary practice pack or choose your next check.

When those findings are headed into a deck, try the slide outline practice to check that the presentation makes only supported claims.

From reading to a decision

Keep the workflow connected

Choose a task-first path, save candidates locally, compare the shortlist, and recheck official details before use.