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Audit Gemini Forms insights with twelve responses and explicit denominators

This teaching case contains 12 responses, six in each group, with four satisfied in A and two in B:6/12=50% overall. It supplies preview material and reference answers, not an actual Forms or Gemini run or evidence that group assignment caused satisfaction.

A hand writing on a clipboard,illustrating review of feedback records
Illustrative photo: Zulfugar Karimov · Unsplash LicenseStock photograph; not a software screenshot,product test or announcement event.

Key Takeaways

Accept Gemini Forms analysis by checking counts and denominators against known answers before assessing recommendations. Actionable Insights needs at least 12 responses and 3 questions. It is not the older single-question text summary and has different entry conditions.

In this article

Confirm the feature before preparing the trial

The November 5 announcement describes analysis from the Responses tab, with gradual rollout from November 2 for Rapid Release and November 19 for Scheduled Release, each up to 15 days. Check the organization, account eligibility and actual entry rather than treating the announcement date as universal availability.

The official help page distinguishes actionable insights from text summaries and theme generation. It specifies at least 12 responses and 3 questions, with quiz and inaccessible-linked-sheet exclusions. Confirm those conditions first instead of uploading sensitive records to force a button to appear.

Retain twelve source rows and three questions

Use three questions: Group, Satisfied and FirstTime. R1–R6 belong to A and R7–R12 to B, with complete answers. Set FirstTime to yes for odd IDs and no for even IDs. These are editorially designed fictional responses, not collected customer feedback.

A compact ledger of all twelve complete responses
RowsGroupSatisfiedFirstTime
R1, R3Ayesyes
R2, R4Ayesno
R5Anoyes
R6Anono
R7Byesyes
R8Byesno
R9, R11Bnoyes
R10, R12Bnono

Calculate the reference before inspecting generated claims

A is 4/6, about 66.7%; B is 2/6, about 33.3%; the overall result is 6/12=50%. Three of six first-time respondents and three of six returning respondents are satisfied. Keep numerators, denominators and source IDs rather than handing over rounded percentages alone.

Use the following audit prompt in an AI conversation that accepts instructions; it is a review aid, not a claim that Forms supplies an identical prompt field. After generating through the actual Forms entry, open Analysis steps and compare each result with the reference.

Companion audit prompt

Using only the 12 supplied rows, report Satisfied=yes numerators, valid-response denominators and percentages by Group and FirstTime. List the IDs and reconcile the overall 6/12. Do not claim causation. Separate evidence-supported actions from hypotheses to investigate.
Expand the ledger to 12 rows first. This is not a recorded model output.

Correct the analysis before adopting a recommendation

The teaching error “B has two satisfied people, so its satisfaction rate is 2/12” divides a group count by the full population. Use 2/6 for within-group satisfaction. 2/12 can describe a share of all responses only if labeled accordingly. Claiming A caused an improvement is another error: this material includes no random assignment or other causal evidence.

For connected questions, see the percentage and percentage-point audit and period-user union check. Each row here is one independent fictional response; response counts do not automatically establish distinct real users.

Retain the material version, account conditions, actual output and corrections. If the feature is unavailable, keep the local reference and record the product as untested; preparing a case is not a passed product trial.

For a complementary review, see Gemini cell-source verification. Traceable sources and reproducible counts answer different questions; a source link does not replace denominator checking for this form.

Further reading & sources