Project Case Studies

A precision components manufacturer relied on a 4-person team for visual inspection. Human fatigue caused inconsistent results, and 100% inspection at full line speed was impossible. Defect escape rates were costing six figures annually in warranty claims.

Custom-trained YOLOv8 models deployed on NVIDIA Jetson Orin edge devices. Multi-camera setup with automated reject diversion. Real-time dashboards for quality metrics and historical trend analysis. Full PLC integration with the existing production line.

A financial services firm processed 2,000+ documents daily -- invoices, contracts, compliance filings, and client correspondence. A 6-person team handled classification, extraction, and routing. Turnaround time averaged 48 hours, with frequent misrouting.

Multi-agent system with specialized agents for classification, extraction, validation, and routing. LLM-powered reasoning for ambiguous documents. Human-in-the-loop review for low-confidence decisions. Full audit trail and compliance logging.

A network of vocational training centers struggled with one-size-fits-all curriculum. Students had vastly different skill levels and learning paces. Instructor time was consumed by individual assessment rather than teaching.

Full-stack platform with LLM-driven content generation, adaptive difficulty adjustment, and real-time learner analytics. Instructor dashboard with cohort insights, at-risk student identification, and automated progress reporting.

A 50,000 sq ft warehouse required daily inventory audits that took a 3-person team 6 hours. Manual counts were error-prone, and cycle count discrepancies caused order fulfillment delays and customer complaints.

Autonomous mobile robot with LiDAR-based navigation, barcode scanning, and shelf-level camera inspection. ROS2-based control system with Nav2 for path planning. Cloud-connected for real-time inventory updates and discrepancy alerting.

Physicians spent an average of 2 hours per day on clinical documentation -- summarizing patient encounters, updating problem lists, and writing referral letters. Documentation burden was the top contributor to physician burnout in annual surveys.

A clinical AI agent that listens to physician-patient encounters (with consent), generates structured clinical notes, and drafts referral letters. HIPAA-compliant architecture with on-premise LLM hosting. Physician review-and-approve workflow.

Bridge inspections required lane closures, costly equipment, and endangered inspectors who worked at heights. Inspections were infrequent due to cost, meaning deterioration was often caught late, leading to expensive emergency repairs.

Drone-captured imagery processed through custom-trained segmentation models that identify cracks, spalling, corrosion, and delamination. Severity classification with geospatial mapping. Automated report generation with comparison to previous inspections.