Cases
Work across six verticals. Every figure conservative.
Real outcomes across six verticals — anonymized, every figure kept indicative and conservative.
Anonymized · Manufacturer
Nobody trusted the line numbers, downtime was hand-keyed, and the PLCs stayed locked down.
Cameras read the machine screens, inference runs on an edge box — no PLC integration, no ERP touch.
Value in weeks from a blocked project, and the same node extends straight into defect detection.
Anonymized · Services group
Rules caught known fraud, but losses leaked through the novel collusion no static rulebook sees.
Graph anomaly detection surfaces the non-obvious clusters; your people make the final call.
Chase patterns, not bigger rulebooks — loss-avoidance ROI compounds as adversaries shift.
Anonymized · Minerals processor
Rotating equipment ran with no real-time health signal, so failures surfaced late and unplanned.
A wireless sensor mesh — vibration, temperature, current — feeds an on-prem time-series core at the edge.
We install the sensors and hand you the live stream that predictive maintenance runs on.
And a few more representative engagements, drawn from right across the verticals
Audience intelligence
Behaviour analysis turns your fan data into campaign insight you can act on — anonymized at the client's request.
Predictive maintenance
Edge vibration and thermal models catch reefer-unit drift before failure, protecting uptime and the load inside.
Commercial intelligence
Commodity prices, weather, and logistics fuse into clear procurement-timing signals — all from external sources.
Optimization
A hybrid constraint solver nests your material to free the yield hiding in the layout — 100% on-prem, no cloud.
Forecasting
A multi-family causal model forecasts export-commodity prices, anchoring volume and timing in evidence.
Demand intelligence
Pattern mining over your sales data uncovers latent local demand and one-tap range extensions.
Knowledge capture
We capture what your senior operator knows into a system you can query — resilience and faster onboarding.
Next step
A short assessment puts a dollar value on your bottleneck — credited back if you build.
