AI Evaluation Kits, Templates, and Tools

Practical resources adapted from AI evaluation, retrieval readiness, and knowledge systems work. Each is tied to a documented method or case study — not produced independently.

Kit

AI Answerability Audit Kit

A structured process for diagnosing why AI responses fail in a specific workflow — and identifying where the knowledge layer is the root cause. Built from the AI Response Quality Scoring method applied across 949 evaluated responses.

Includes: audit template, scoring guide, interpretation notes

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Response Quality Scoring Template

A structured rubric for scoring AI responses across correctness, completeness, and clarity. Adapted from the 3C scoring model used to evaluate 949 responses across seven product teams.

Includes: scoring rubric, evaluator guide, calibration notes

Coming soon

Retrieval Readiness Checklist

A topic-level checklist for assessing whether content is scoped, structured, and clear enough to support retrieval-augmented workflows. Based on the working group assessment framework.

Includes: topic checklist, gap categories, remediation notes