Plants, OEM lines, supply yards, and procurement teams don't need another dashboard. They need vision systems that work under fluorescent light, forecasts robust to commodity cycles, and AI that survives a shift change. AiSPRY ships exactly that - Siemens, Moglix, Tata Hitachi, Rockman, Dr. Reddy's manufacturing all run on it.
Quality teams used to catch defects after the unit was complete. Procurement teams used to react to commodity shocks after they hit the BOM. Inventory teams used to count after the line stopped. None of those time horizons hold any more - and AiSPRY's industrial deployments are built for the new one.
Vision on the line, forecasting at the desk, agentic automations across procurement. Each capability is shipped - not pitched.
Computer-vision system for SKU-level parts-bin monitoring on assembly lines. Instant alerts when bins fall below threshold, automated replenishment triggers to warehouse, zero unplanned line stoppages.
Predictive quality scoring per unit at each station - divert likely-defective units early instead of catching them at end-of-line. Multivariate SPC + ML, edge-deployed for sub-second decisioning.
AI-powered visual identification and classification of components - including unlabelled or partially-labelled parts - with master-inventory matching. Built for low-volume / high-mix manufacturing realities.
ML forecasting with economic indicators for regional demand prediction and manufacturing planning. Built for heavy-equipment and auto-component supply realities.
ML forecasting of major commodity prices - steel, aluminium, copper, crude derivatives - using global macro indicators. Feeds procurement timing, BOM costing, and capex budgeting.
Video-analytics pipelines for damage detection on wagons, trailers, and yard assets - before/after comparison, material recognition, and damage mapping for rolling-stock and logistics yards.
Real plants, real lines, real procurement teams.
Switchgear inspection, parts-bin monitoring, regional demand forecasting, and procurement transformation - running at line speed across heavy industry.
Vision and predictive-quality models run on G4Dn / Jetson / industrial PC at the line - not round-tripped through a cloud that the plant network can't always reach.
Lighting variation, operator changeover, partial occlusion, fluorescent tube flicker - handled in training, not assumed away.
PLC / SCADA / MES / WMS handshakes - not just "REST endpoint provided." We've integrated with Siemens, automotive OEM lines, packaging-line PLCs, and warehouse systems.
Tata Hitachi-style regional ML - not a single national model pretending the country is uniform.
Commodity-price forecasting tied to actual procurement cycles and BOM economics - not abstract macro charts.
Talk to AiSPRY about a vision-on-the-line pilot, a regional demand forecasting rollout, or a commodity-price-driven procurement transformation. We bring industrial-grade rigour, you bring the line.