Decision-support capability
Five governed stages separate observation quality, condition detection, diagnostic assessment, threshold prediction and outcome-gated prognosis.
Evidence integrity
Signal Integrity & Readiness
Every capture is calibrated and assessed before it can contribute to model development. Exceptions are isolated with a traceable rationale.
Equipment classification evidence
The same governed rated-power, foundation and machine-class basis is consumed by ISO eligibility, diagnostics, condition views and technical reports. Managers maintain evidence; Administrators approve it.
Asset readiness controls
Items requiring attention
Evidence exceptions
Engineering judgement
Diagnostic Review Board
Specific mechanisms require attributable evidence, an event time and an independent engineering review before they can become governed learning cases.
- Review calibrated waveform and spectrum before considering model guidance.
- Record the supported mechanism or under assessment where evidence is insufficient.
- Attach the evidence and event time then submit the finding.
- A different manager or administrator records the independent technical assessment.
Governed learning
Governed Learning Portfolio
Monitoring loss, vague diagnoses, evidence exceptions and unpaired history are excluded from model development.
Independent challenge
Validation Mandate
Define the decision endpoint, asset scope, leakage-safe split and performance thresholds before development begins.
Forecast assurance contract
Release governance
Release Authority
A candidate remains inactive until its approved mandate, held-out validation evidence and independent release approval are complete.
Decision lineage