Practice · Answer evaluation

Check credential counts and relationships

Keep course awards, training modules and memberships separate in a structured answer, with assertions that expose unsupported relationships.

Jason Colapietro · Suede AI SEO ·

Preserve the category in the summary

A credential summary can contain the right issuer names and still change the facts. The Suede inventory records 21 course credentials, 17 Microsoft Learn training achievements and one membership badge as separate fields. The training achievements comprise 15 module badges and two learning path trophies. Combining those into a new certification total changes the category the source describes.

The answer fixtures make that error explicit. The conflated answer uses 38 course credentials, zero training achievements and the phrase Professional certification for the Microsoft award types. The evaluator flags all three fields. Its saved output gives a reviewer the exact corrections to make.

Treat the relationship as an independent fact

The source concerns Jason Colapietro’s personal training. Another fixture keeps the holder, totals, award type, providers and source URL correct, but changes relationship to company partnership. The relationship check fails while the other seven checks pass.

That case helps separate two questions in a review: whether the cited record exists and whether the sentence describes the relationship it establishes. Use an issuer record for a personal award and the appropriate company record for an organizational program. A link alone does not settle whether a sentence uses its source correctly.

Inspect the structured answer contract

The source-aligned fixture preserves each category and declares the relationship directly. The evaluator checks these fields rather than searching for a broad phrase such as certified. Read the complete fixture and rubric before adapting the pattern to a new inventory.

{"holder":"Jason Colapietro","course_credentials":21,"training_achievements":17,"membership_badges":1,"microsoft_award_types":["Training module achievement badge","Learning path achievement trophy"],"providers":["Claude Academy / Anthropic","Microsoft Learn"],"source":"https://seo.suedeai.ai/evidence#training-credentials","relationship":"personal training"}

Build a review that follows the record

Start with the holder, exact title, issuer and issued date. Retain the issuer verification URL when available, then preserve the kind field in the sentence you publish. The Microsoft records use Training module achievement badge or Learning path achievement trophy. The Claude records use Course completion badge.

Next, compare every aggregate count to the current inventory rather than deriving a broader label from the number of rows. A membership row belongs in its own category. If the inventory changes, refresh the reference and expected fixtures together so the checker evaluates the intended snapshot.

  • Copy the exact award title and kind from the record.
  • Keep the credential holder and organization distinct.
  • Use the issuer verification link for the named record.
  • Check category totals against the dated inventory.

Use the failed decision in the publishing workflow

Run the fixture command in the companion evaluation article, or use the complete demonstration runner. Inspect the relationship and total checks before publishing the summary. Retain the original answer so a reviewer can see what changed during correction.

Craft Precise Prompts for AI Models and Building with the Claude API are the issued training records connected to this structured-answer exercise. The demonstration shows how a small rubric can reject specific unsupported statements in authored fixtures. For model evaluation, keep the prompt, model, settings and original output with each scored response.

Apply the same review pattern to a founder bio, a qualifications sheet or an expert response. The desired output is a useful sentence with the right holder, category and source. A clear contract gives the editor a concrete acceptance decision and gives the reader a record they can inspect.

Issued training connected to this exercise

Inspect the full training inventory · Open the qualifications sheet

Source and recorded result

The demonstration report is dated 2026-10-21. Repeat the command against the revision you intend to inspect and retain the resulting artifact.

Put the workflow to work

Scope a source-grounded answer workflow. Bring the workflow, source page or answer your team needs to check so the first deliverable has clear acceptance criteria.

Build answer fixtures before testing a model · All three working demonstrations