Kevin Fitzgibbon

Work

Flagship product work

Wrench Scribe is the core proof asset for product judgment, technical execution, and industrial workflow fit.

AI Workflow Product/2025

Wrench Scribe

AI-assisted maintenance documentation for technicians, supervisors, and planners

Wrench Scribe turns rough maintenance notes into structured, reviewable work order content built for real plant workflows.

Reduced p50 latency from about 9.0s to 3.1s
Reduced p95 latency from about 13.0s to 4.6s
Reduced cost per request by about 70%
Achieved 100% schema-valid outputs on a 100-prompt eval set
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