StrategyPost 0378 min read

Prompt QA Process for Skema3D Output Consistency

Build a repeatable prompt QA process in Skema3D to improve consistency across fit, detail, and variant outputs.

Prompt quality should be audited, not assumed

Inconsistent prompts create output drift and slower approvals.

A lightweight QA loop makes prompt performance measurable.

Define prompt acceptance criteria

Every reusable prompt should meet clear criteria before team-wide use.

Criteria must focus on output consistency, not just one successful run.

  • Clarity of fit language
  • Construction plausibility
  • Front/back stability
  • Low variance across repeated runs

Run sample-size checks

Test the same prompt multiple times and compare outcomes by lane.

If output variance is high, tighten constraints and re-test.

Track failures explicitly

Capture what failed and why so the team learns from each prompt revision.

A prompt library without failure notes degrades quickly.

Prompt QA checklist

Use this before promoting prompts to shared templates.

  • Prompt passes repeatability checks
  • Constraints are explicit
  • Known failure modes are documented
  • Template version is labeled and dated