The warehouse as a fluid system.

AGV / AMR fleet orchestration

Cross-vendor fleet routing for the AGILOX, MiR, Otto Motors, Geek+, VisionNav class of platforms. Documented 30%+ productivity gains in 54% of warehouse operators post-AMR; 24% reduction in order processing time vs manual. The platform balances throughput against safety (no AMR-cobot collision), battery state-of-charge, dock availability, and the intralogistics queue.

Picking + packing robotics

OpenVLA / Octo policies for pick-and-place across mixed SKU. Suction, parallel-jaw, and adaptive grippers selected per item by the agent. Pose estimation routes the cobot around human pickers in mixed cells. ISO 10218 + ISO/TS 15066 envelopes enforced at all times.

Dock + yard management

Truck arrival prediction, dock-door scheduling, yard sequencing, and trailer-load optimisation. The platform fuses ASN data, telematics, and dock cameras to predict arrival deviations and re-sequence the day's plan in real time. Documented yard congestion reductions follow.

Demand-aware throughput

Order-mix forecasting (TimesFM + TFT) and labour-pattern forecasting drive shift-by-shift orchestration of the fleet. The platform sizes AMR allocation per zone against predicted SKU velocity rather than static rules, and pre-positions kit close to where it's about to be needed.

Vision QC at outbound

Final-mile order verification: vision-language QC flags label / SKU / quantity / damage issues before the parcel leaves the dock. Customer-experience uplift from outbound accuracy compounds over thousands of parcels per shift.

Cold-chain + temperature-sensitive

Continuous environmental monitoring with predictive trip alerts on cold-chain shipments. Pharma, food, and biologics workflows under FSMA 204 / GDP / WHO Annex 9 reporting requirements. The platform produces the audit trail without bolt-on tooling.