Stories from teams we’ve helped—real outcomes, not just screenshots.
Grid telemetry, realtime alerts, predictive maintenance.
Risk scoring engine, streaming ETL, audit-ready traces.
Privacy-safe retrieval, clinician assistance.
Quantum optimization pilots on hybrid QPU/CPU stack.
Problem: Field devices produced data but no actionable view.
Approach: Edge ingestion → stream processing → compact columnar lakes; live status UI.
Result: Alert time from 15m to <30s; tickets auto‑generated with context.
Problem: Overnight batches hid intraday risk.
Approach: Deterministic features, model registry, explainability views per decision.
Result: 38% faster decisions, audit visibility by default.
Problem: Combinatorial scheduling was hitting classical limits.
Approach: QAOA and variational circuits with classical warm‑starts; simulator‑first, then QPU.
Result: Competitive solutions on small instances; clear cost per run and scaling plan.
