REDREAMER Cognitive AICognitive AI
CASE STUDY • TEMPLATECASE STUDY • TEMPLATE

Reliability audit (reasoning)Reliability audit (reasoning)

A short template: failure modes → rubric → baseline → improvement plan.A short template: failure modes → rubric → baseline → improvement plan.

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Problem

  • Outputs inconsistent across similar prompts
  • Drift under constraints / ambiguity
  • Hard to reproduce and debug quality

Template note: Replace placeholders with your own specifics. Keep it measurable (before/after).

Approach

  • Define intent + constraints
  • Build scenario suite (edge cases)
  • Score with rubric (clarity/stability/control)
  • Map top failure modes

Template note: Replace placeholders with your own specifics. Keep it measurable (before/after).

Deliverables

  • Rubric + scoring grid
  • Failure-mode map + examples
  • Baseline report + prioritized fixes
  • Regression suite

Template note: Replace placeholders with your own specifics. Keep it measurable (before/after).

Impact

  • Higher consistency score
  • Lower hallucination rate in critical scenarios
  • Faster review cycle time

Template note: Replace placeholders with your own specifics. Keep it measurable (before/after).