BMDigitals
DEMO ENVIRONMENT
Synthetic data only
3.4.2-demo

AI Productionization & ModelOps

BM AI Ops Demo / Predictive Maintenance Data feeds healthy Updated 21s ago

Head of Data · ML Platform · AI Product

Synthetic data notice: this is a functional reference workspace with generated operating records. It demonstrates product behavior and implementation patterns, not a customer deployment.

Release gate: PASS

Model Accuracy

91.7%

rolling labeled set

Feature Drift

11 PSI

within monitoring band

P95 Latency

208ms

target < 250ms

API Error Rate

0.46%

target < 0.50%

Production telemetry

Healthy

Inference requests / min

Latest 1710

P95 latency · ms

Latest 184

Feature drift · PSI

Latest 11

Model registry & deployment state

VersionGovernanceAccuracyDatasetDeploymentTraffic
v3.4 ProductionApproved92.4%equipment-features-2026.09.082026-09-10 09:2064%
v3.5 CandidateEvaluation94.1%equipment-features-2026.09.11Shadow since 2026-09-12 16:400%
v3.3 RollbackRollback-ready90.8%equipment-features-2026.08.252026-08-27 11:100%

Release activity

14:00 · Scheduled production evaluation completed.

13:42 · Feature freshness check passed for all 28 required features.

12:30 · Candidate v3.5 shadow traffic evaluation completed.

AI Productionization & ModelOps | BMDigitals