Helios Energy — telemetry to insight
Problem: Field devices streamed data but there was no actionable view for ops.
Approach: Edge ingestion → stream processing → compact columnar lakes; live status UI with rollups.
⏱︎ <30s alerts↘︎ 80% MTTR
We help teams move from idea to impact. Here’s a quick look—real problems, clear approaches, measurable results.
Problem: Field devices streamed data but there was no actionable view for ops.
Approach: Edge ingestion → stream processing → compact columnar lakes; live status UI with rollups.
Problem: Overnight batches hid intraday risk and made audits painful.
Approach: Deterministic features, model registry, and per‑decision explainability views.
Problem: Combinatorial scheduling was hitting classical limits.
Approach: Variational circuits with classical warm‑starts; simulator‑first, then QPU pilots.