Synthetic testimonial detector workpaper

What does the synthetic testimonial detector workpaper produce?

Flag documented testimonial provenance conflicts for responsible human investigation.

Use the exact local files and task-specific inputs listed below. Preparation and review stay in this browser. Inspect all findings before preparing the finalized pack.

What do you need before you start?

• Define the authorized source population and your review rules.
• Keep the unchanged original files and record the snapshot and exclusions.
• Review missing and invalid inputs before preparing the finalized pack.

What information do you enter?

Select the actual local sources and freeze the task-specific inputs below. Keep source files and complete findings private.

• Workpaper reference. Stable internal marketing evidence reference.
• Workpaper version. Exact current document version.
• Responsible reviewer. Customer-authorized evidence and publication reviewer.
• Review date. Your as-of date.
• Approved campaign scope. Actual content, audience, channels, inclusions, exclusions and uncertainty.
• Scope approval reference. Customer approval for the declared content and campaign boundary.
• Approved review method. Your exact criteria and decision framework version.
• Method source reference. Actual local file containing the approved method or requirements.
• Approved method source locator. Exact location supporting the chosen method.
• Method approver. Customer-authorized method approver.
• Method approval date. Actual date no later than the review date.
• Content population. Selected content or a declared complete supplied population.
• Declared item count. Required only for your declared complete population.
• Documented testimonial provenance investigation inputs. Readable exact task rows. IDs link content, source evidence, criteria, observations, approvals and actions.
• Rules. Readable exact task rows. IDs link content, source evidence, criteria, observations, approvals and actions.
• Answers. Readable exact task rows. IDs link content, source evidence, criteria, observations, approvals and actions.
• Observations. Readable exact task rows. IDs link content, source evidence, criteria, observations, approvals and actions.
• Decisions. Readable exact task rows. IDs link content, source evidence, criteria, observations, approvals and actions.
• Evidence. Readable exact task rows. IDs link content, source evidence, criteria, observations, approvals and actions.
• Actions. Readable exact task rows. IDs link content, source evidence, criteria, observations, approvals and actions.

What you can download

Every result must identify its supplied facts, assumptions and unresolved items.

Fictional review report (PDF). Editable review (DOCX). Complete fictional pack (ZIP). Requires tailoring and responsible review. Samples use the finalized renderer.

How does the synthetic testimonial detector workpaper work?

1. 1
   Select the actual sources

   Workpaper reference. Stable internal marketing evidence reference.

2. 2
   Freeze the review rules

   Compare claimed consumer experience with supplied experience, creation, authorization and generation records. Flag contradictions between generated origin and presentation as an actual consumer, wrong products and creation before experience. Compare duplicate exact text across distinct presented people. Never infer AI generation, identity or authenticity from writing style or a statistical detector.

3. 3
   Inspect complete findings

   Review all source-linked results and unresolved items. Free JSON and CSV preserve complete results.

4. 4
   Keep recoverable work

   Exact strings and source bytes save locally. Strict restore checks tool identity, typed row structure, source hashes and retained event history before replacing work. Earlier generic work and a prior checkpoint remain downloadable.

5. 5
   Prepare the finalized pack

   Prepare seven core files and the exact selected attachments, then download them free. Review the fictional sample below.

Method and sources

Apply the steps above to the supported inputs. Use the listed source sections to review the rule basis, assumptions and limits.

• The Consumer Reviews and Testimonials Rule. Questions and AnswersSupports this named preparation structure. Exact approved operative criteria and source-reviewed substantive decisions remain required. 16 CFR Part 465. Fake or false reviews and testimonials, reported product experience, incentives, disclosures and review manipulation. This preparation records source-linked indicators and conflicts, not identity, authenticity or an enforcement finding.Federal Trade Commission. Reviewed 2026-10-09.

Common questions

What still needs review?

This workpaper checks your exact supplied content, criteria, evidence and decisions. It does not establish legal applicability, adequate scientific support, clear-and-conspicuous presentation, valid consent, authenticity, identity or AI generation. No live message, call, unsubscribe link or provider is executed. Original files remain unchanged and browser-local. Original files are not saved to the cloud.

At most 500 content-criterion pairs, 500 rows and 200000 characters per table, 20 files, 10 MB each and 25 MB total. Complete input metadata is bounded to 900 KB. Exact UTF-8 excerpt comparison supports source files of at most 1 MB.

Formal report previews are explicitly bounded. Complete accepted rows, text, decisions, sources and results remain in Excel and JSON.

Related working records

The related workspace contains working administrative records. Open it for the related administrative task.

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• Testimonial permission registerRecord permissions, restrictions and expiry. Try a free example, then review your inputs and the result. No account or payment required.
• Endorsement disclosure checkerReview content against the selected requirements. Try a free example, then review your inputs and the result. No account or payment required.
• Review incentive registerTrack benefits, disclosures and practices. Try a free example, then review your inputs and the result. No account or payment required.