Industrial Intelligence • Reliability Engineering • Early Signal
Detect drift early. Quantify risk. Ship decisions you can defend.
Blackreef builds reliability-first analytics for mission-critical industrial systems. Our flagship engine, AxiomIQ, turns raw operating data into deterministic, contract-validated reports—designed for real operations, not demos.
{
"meta": {
"schema_version": "v1",
"decision_version": "AXIOMIQ_DECISION_VERSION"
},
"fleet": { "health": "...", "delta": "..." },
"focus": { "engine_id": "DG1", "top_risk": "..." },
"notes": [ "Deterministic report; validated in CI." ]
}AxiomIQ
Fleet drift and health analysis for reliability-critical power systems. Built to surface early warning signals, prioritize interventions, and document decisions with clean reporting.
Drift detection
Detect meaningful deviations from baseline behavior using explicit thresholds and trend logic—tuned for industrial noise and sensor reality.
Risk scoring
Convert multi-signal telemetry into a prioritized action list, with traceable reasons and ranked drivers.
Contract-grade reporting
Produce PDF for humans and strict JSON for systems. Schema versioning prevents silent downstream breakage.
Engineering principles
How we build: calm, rigorous, and hostile to silent failure.
Deterministic by default
Same inputs produce the same outputs. Changes are intentional, versioned, and testable.
Contracts over vibes
Reports are schema-validated artifacts. Integration failures surface fast—in CI, not in the field.
Signal over noise
We bias toward actionable early indicators, not dashboards that look impressive and say nothing.
Operations-first
Recommendations must survive real constraints: crews, parts, windows, and risk tolerance.
Contact
If you operate reliability-critical assets and want early drift detection with defensible reporting, reach out.