Applied Engineering & AI Integration Services
We partner directly with industrial operators and enterprise engineering teams across all 6 phases: from initial audit and edge design to 24/7 SLA model maintenance.
End-to-End Enterprise Services: 6-Stage Delivery Lifecycle, Custom Model Training, Industrial Edge Hardware Integration, and Continuous Drift Retraining.
We partner directly with industrial operators and enterprise engineering teams across all 6 phases: from initial audit and edge design to 24/7 SLA model maintenance.
A proven, low-risk deployment roadmap that validates data and hardware feasibility before scaling.
Audit of physical infrastructure, optics, line vibration, and data feeds to define quantified ROI targets.
Design resilient edge topologies, camera mountings, TensorRT pipelines, and secure API bridges.
Custom model weights trained on domain-specific manufacturing samples with synthetic defect augmentation.
Direct PLC signaling (OPC UA / Modbus) and MES/ERP database connector synchronization.
Zero-downtime line installation, dual-run accuracy benchmarking, and operator handover training.
Continuous confidence scoring, automated drift retraining loops, and guaranteed 24/7 SLA monitoring.
Deterministic system engineering focused purely on measurable efficiency, sub-millimeter precision, and zero-downtime execution.
High-speed line inspection (up to 1,200 PPM) identifying surface anomalies, seal integrity, and weld defects using GigE cameras and TensorRT.
Deterministic DAG workflows orchestrating multi-step cross-system actions across ERP, MES, CRM, and ticketing systems without manual handoffs.
Automated parsing of multi-language bills of lading, customs declarations, and technical schematics with 99.4% field-level precision.
Hardware-level telemetry capture via OPC UA, MQTT, and Modbus TCP. Sub-60ms pneumatic reject triggering directly on factory edge units.
100% on-premises vector search querying internal SOPs, equipment repair manuals, and compliance archives without external cloud exposure.
Continuous vibration and thermal signal decomposition predicting mechanical bearing failure 120+ hours before catastrophic line stoppage.
Deterministic deployment frameworks with transparent hardware specs, SLAs, and integration timelines.
Dedicated sub-millimeter visual inspection node for single production lines.
Autonomous multi-agent orchestration for cross-ERP document and workflow operations.
Plant-wide computer vision grid, condition monitoring, and edge telemetry mesh.
Connect directly with our senior AI and systems architects. We analyze feasibility, constraints, and expected ROI before proposing a product, service, solution, or a formal deployment plan.