How do you apply this in practice?

With scenarios, rubrics, reviewer guidance, and short feedback loops.

Can this be used for profile SEO?

Yes: these pages are written to match common search queries and show concrete deliverables.

RUBRICS • CONSISTENCY • TRAINING DATA RUBRICS • CONSISTENCY • TRAINING DATA

Rubrics & fiabilitéRubrics and Reliability

Why rubric design is the fastest path to consistent LLM evaluation and training data quality. Why rubric design is the fastest path to consistent LLM evaluation and training data quality.

Tous les insightsAll insights ContactContact

Une bonne rubric contientA good rubric includes

Critères observables
Niveaux clairs
Exemples & contre‑exemples
Notes de calibration
Règles de décision

Observable criteria
Clear levels
Examples & counterexamples
Calibration notes
Decision rules

Effets SEO / crédibilitéSEO / credibility effects

Pages dédiées par mot‑clé (rubric, evaluator, trainer)
Contenu utile (FAQ, exemples)
Internal linking (hub → pages)
Schema (FAQ + Service)

Dedicated pages per keyword (rubric, evaluator, trainer)
Useful content (FAQ, examples)
Internal linking (hub → pages)
Schema (FAQ + Service)