Helios Energy — telemetry to insight
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.
Quanta Finance — risk in real time
Problem: Overnight batches hid intraday risk.
Approach: Deterministic features, model registry, explainability views per decision.
Result: 38% faster decisions, audit visibility by default.
Atlas Health — retrieval with care
Problem: Staff overwhelmed by unstructured records.
Approach: De‑identification, retrieval with guardrails, clinician‑first UI.
Result: Intake time down 42%; fewer copy‑paste errors.