PENGO Workbench
Workbench / Check Input / Explore Results
Check Input Explore Results

Input Mapping

Explore Results

Bring the AI output back to PENGO and map it into the Workbench.

How This Works

  1. Run Check Input with any AI.
  2. Bring the AI output back to PENGO.
  3. Paste the Input Summary and Detected Gaps below.
  4. Map the controlled gaps into related Patterns.
  5. Explore useful Lenses for those Patterns.

These are related structural references, not a final diagnosis.

Map Your AI Output

Formatting Rules

Paste plain text from Check Input.

Mapped lines must match: [gap type] [element]

  • missing actor
  • unclear scope
  • unstated constraint

Freeform text is ignored. HTML and code are treated as plain text.

Limit: 12,000 characters.

How to Read This

Explore Results does not prove why an AI system failed. It maps controlled Check Input output into related Workbench Patterns and Lenses so you can inspect the structure the original ask left open.