Case Studies
In production.
Not in a slide deck.
Six AI systems we've shipped to production across Computer Vision, Speech AI, LLMs, Healthcare, and Edge. Real problems, real metrics, real outcomes.
Real-Time Person Re-ID System
Retail Client (Confidential)
Track customers across 12 non-overlapping cameras without facial recognition, maintaining identity across camera handoffs in a large retail environment.
THE BUILD
Deep-learning ReID model using appearance embeddings and DeepSORT tracking, deployed on NVIDIA Jetson at the edge with sub-200ms match latency.
System deployed across 3 store locations. Retail analytics team now has identity-consistent customer journey data for the first time.
Legal Contract Analyser
Mid-size Law Firm
Legal team spending hundreds of hours per month manually reviewing contracts for risk clauses, missing deadlines, and non-standard terms.
THE BUILD
RAG pipeline with LangChain and Pinecone vector store, GPT-4 risk flagging with citation-grounded output, custom UI for contract upload and clause browsing.
Review time for a standard contract dropped from 4 hours to 22 minutes. System now handles first-pass review for all new agreements.
Voice Appointment Booking Agent
Healthcare Clinic
Clinic receiving 200+ inbound calls daily for appointment booking, with patients experiencing 15–20 minute hold times during peak hours.
THE BUILD
Conversational voice AI using Whisper (STT), GPT-4 (NLU with function calling), ElevenLabs (TTS), integrated with Cal.com and clinic EHR via API.
Hold times eliminated for routine bookings. Staff freed to handle complex patient queries. 73% call volume now handled without human intervention.
Surgical Instrument Detection
Hospital OR Analytics Project
Hospitals lacking visibility into surgical workflow efficiency — no automated way to track instrument usage, handoff times, or tray completeness.
THE BUILD
YOLOv8-based detection fine-tuned on 23 surgical instrument classes, running at 30fps on Jetson Orin in the operating room, with Grafana dashboard.
OR analytics team now has real-time instrument tracking. Identified a consistent 8-minute delay in instrument handoff that was causing schedule overruns.
Gym Form Coach — Real-Time Correction
Fitness Platform
Gym members performing exercises with incorrect form, leading to injuries and slower fitness gains. No scalable way to provide form coaching.
THE BUILD
Browser-based pose estimation using MediaPipe and ViTPose, with real-time audio + visual feedback overlaid on live camera feed. Built in React with TensorFlow.js.
Deployed as a feature in the platform's mobile web app. 40% reduction in reported form-related injuries among users of the feature.
Crop Disease Detection POC
AgriTech Platform
Farmers in remote regions lacking access to plant pathology experts, losing 20–40% of crops to undiagnosed diseases each season.
THE BUILD
ResNet-50 transfer learning on 50K+ annotated leaf images, deployed as a mobile app with offline inference capability for areas with poor connectivity.
POC validated with 1,200 farmers across 3 states. Platform now pursuing scale-up with the state agriculture department.
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