ai-process-assessment:generate-artifact

Yes, automated verification blocks report emission if discrepancies or missing inputs are detected. A built-in manifest check ensures every figure in the artifact exactly matches the source-of-truth results.json file before rendering.

AI project audit reporting requires a valid engagement folder structure containing results.json and trace.json files. These files provide the source-of-truth computational data and provenance evidence needed to ensure data integrity for the final artifact.

Preventing fabricated numbers in AI consulting deliverables requires enforcing a strict, deterministic link between the engine's computational results and the final output. This skill automatically cites underlying trace data to prove every cost and saving figure.

Yes, you can export CSV files directly from the verified engine contract. The skill renders professional, source-cited reports, executive one-pagers, and CSV exports deterministically from the mapped computational data.

If trace data or results.json files are missing during artifact generation, the automated manifest check detects the missing inputs and blocks emission. This prevents discrepancies and ensures only fully verified data is rendered into reports.