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Reliabilityrel-096P1

Graceful degradation with cached responses maintains UX during outages.

Serving stale cached responses during…Serving stale cached responses during provider outages maintains 80% task completion rate vs 0% with hard failures, reducing churn during incidents by 60%.

Context & Methodology

Without cached fallbacks, any provider outage results in a completely broken user experience.

Applicable Use Cases

workflow

Applies To

openaianthropicgoogle

Primary Impact

quality

Confidence Level

High

Platform Status

Built

Implementation Effort

medium

Recommendation

follow

Execution Priority

P1

Dependencies & Conflicts

Depends on:

Put This Evidence to Work

Use the STCO framework to implement findings like this in structured, testable prompts.

Clear error messages vs generic error codes reduce user churn after AI failures by 45%.Material Design, 'Error States — UI Guidance' docu…