Predictive maintenance agent with a 100% gate pass rate

Delivered a failure-warning and maintenance-recommendation agent for a new-energy equipment manufacturer: scenario assessment, plan compilation, real delivery and evaluation, with a 100% gate pass rate and automatic cleanup.

Smart manufacturingA new-energy equipment manufacturer
Predictive maintenance agent with a 100% gate pass rate

Customer need

Equipment data was scattered across systems, failures were noticed only after downtime, and maintenance depended on individual experience without a common warning standard.

Delivery

  • Scenario assessment: selected key-equipment failure warning by value and data availability
  • Plan compilation: compiled warning logic into skills, roles and an evaluation set with agreed pass criteria
  • Real delivery: created workspace, skills and roles in the customer's Harness environment
  • Evaluation and acceptance: automated evaluation with a 100% gate pass rate
  • Wrap-up: automatic cleanup of temporary resources, value report and acceptance package

Outcome

  • Key-equipment warnings met the agreed pass rate on the evaluation set
  • Maintenance recommendations follow a consistent, explainable and traceable standard
  • Delivery and gate results are fully audited and signed off
Customer names are withheld for confidentiality.