Mini Case Notes (Anonymized)

Snapshots for boards and operating partners. Industries anonymized; metrics real.

Pharma • Quality Intelligence

Batch release delays & CAPA backlog → NLP on deviations + root cause graph.

−28% release cycle; −34% repeat deviations (2 sites).
12 weeks • LLM + vector search + MDM alignment

Discrete Mfg • Predictive Maintenance

Unplanned downtime in 3 critical lines → sensor fusion + failure mode library.

+7.8 pts OEE; $18.4M annualized value.
16 weeks • time‑series + anomaly detection + OT integration

Energy • Compliance Automation

Post‑incident scrutiny → evidence‑rich AI controls and audit trail.

Avoided penalties; regulator praise for transparency.
10 weeks • policy engine + retrieval + e‑signature