Catching vial defects at line speed
- 99.2%
- Defect recall on validation set
- 38 ms
- Inspection latency per vial
- 0
- Escapes in the first two quarters
Technology
Models that hold up outside the notebook.
Perception, forecasting and decision systems trained on your data and deployed where the work happens — on the edge device, not just in the cloud.
Most industrial AI dies between the demo and the production line. The lighting changes, the camera moves, the operator does something the training set never saw. We build for that gap: tight data loops, honest evaluation, and models compact enough to run on the hardware you can actually afford to put on a machine.
Capabilities
Defect detection, dimensional checks, assembly verification and OCR on the line — running at line speed on edge accelerators.
Vibration, thermal and current-signature models that flag bearing and motor failures before they stop production.
Quantised, pruned models targeting Jetson, Hailo, Coral and ARM NPUs — with the benchmarking to prove the latency budget.
Demand, yield and energy models wired into scheduling so the prediction actually changes a decision.
SLAM, path planning and obstacle avoidance for the ground and air platforms we build.
Retrieval over maintenance manuals, inspection reports and telemetry, with evaluation harnesses and guardrails.
Platforms
Multi-tenant telemetry: ingestion, time-series storage, alerting and dashboards for fleets from ten devices to ten thousand.
Mission planning, automated processing and inspection reporting for drone survey and asset programmes.
A packaged machine-vision cell — camera, lighting, edge compute and model — commissioned against your defect classes.
Proof
Applied in
Vision inspection, robotic cells and machine telemetry for discrete and process plants.
Drone inspection, grid telemetry and autonomous patrol for generation and distribution assets.
Aerial survey, volumetrics and digital twins that keep large sites honest about progress.
Precision spraying, crop-health mapping and irrigation telemetry for Gujarat's growing belts.
AMR fleets, inventory scanning and yard telemetry for high-throughput facilities.
ISR platforms, hazardous-environment robots and rapid-response aerial capability.
Municipal sensing, traffic analytics and connected infrastructure for urban bodies.
Pairs with
Instrumented assets, rugged gateways and a telemetry platform that stays honest when the network does not.
ExploreIndustrial arms, autonomous mobile robots and inspection cells — integrated, guarded and commissioned.
ExploreDGCA-compliant unmanned systems for mapping, asset inspection and site security, flown by our own crews or yours.
ExploreSend us the constraint you are stuck on. We will tell you whether it is solvable at your budget before anyone talks about a proposal.
We reply to every enquiry within one business day.