We help teams move from idea to impact. Real problems, clear approaches, measurable results.
Energy — telemetry, realtime alerts, predictive maintenance.
Fintech — streaming ETL, explainable risk scoring.
Healthcare — privacy‑safe retrieval, clinician tools.
Quantum — QAOA pilots on hybrid QPU/CPU stack.
Operations — realtime dashboards for field teams.
Commerce — edge caching and sub‑second search.
Problem: Field devices streamed data but there was no actionable view for ops.
Approach: Edge ingestion → stream processing → compact columnar lakes; live status UI.
Result: Alert time from 15m to <30s; 80% lower MTTR.
Problem: Overnight batches hid intraday risk and made audits painful.
Approach: Deterministic features, model registry, and per‑decision explainability views.
Result: 38% faster decisions; audit visibility by default.
Problem: Combinatorial scheduling hit classical limits.
Approach: Variational circuits with classical warm‑starts; simulator‑first, then QPU pilots.
Result: Feasible roadmap and clear cost per run.
