Our Work

Projects that moved the needle

Real AI systems we've designed, built, and deployed — from pose estimation for clinics to document intelligence for fintech.

Vision2025

Real-Time Person Re-Identification System

Built a multi-camera person re-identification system for a retail chain. The model matches individuals across non-overlapping camera feeds in real time, enabling foot-traffic analytics and loss prevention without facial recognition.

📈 94% Rank-1 accuracy across 12 cameras
ReIDDeepSORTONNX
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LLM2025

LLM-Powered Legal Contract Analyser

Developed a retrieval-augmented generation pipeline that reviews legal contracts, flags risky clauses, and generates plain-language summaries. Reduced manual review time by 80% for a mid-size law firm.

📈 80% reduction in review time
RAGGPT-4LangChain
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Pose2025

Gym Pose Coach — Real-Time Form Correction

A browser-based AI coach that uses pose estimation to detect exercise form in real time, providing instant audio and visual feedback for squats, deadlifts, and push-ups.

📈 40% fewer form-related injuries reported
MediaPipeViTPoseReact
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ML / POC2024

Automated Crop Disease Detection POC

Proof-of-concept mobile app that identifies crop diseases from leaf photos. Trained on 50k+ images covering 38 disease classes across 14 crop species with 96% validation accuracy.

📈 96% validation accuracy, 38 disease classes
ResNetTransfer LearningFlask
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Voice2025

Voice AI Appointment Booking Agent

An AI voice agent that handles inbound calls, understands patient requests via NLU, checks calendar availability, and books appointments — all in natural conversation with <2s latency.

📈 73% calls fully automated
TwilioGPT-4Whisper
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Vision2024

Surgical Instrument Detection for OR Analytics

Real-time detection and tracking of 23 surgical instrument classes during laparoscopic procedures. Deployed on edge devices in the operating room for workflow analysis and safety compliance.

📈 mAP 0.91 at 30 FPS on Jetson Orin
YOLOv8DICOMEdge
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Optimization2024

INT8 Quantization of DETR for Edge Deployment

Quantized a DETR object detection model from FP32 to INT8 using quantization-aware training, achieving 3.8× speedup on NVIDIA Jetson with less than 1% mAP drop.

📈 3.8× speedup, <1% accuracy loss
TensorRTONNXQAT
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ML / POC2024

Customer Churn Prediction ML Pipeline

End-to-end ML pipeline predicting customer churn for a SaaS platform. Features automated retraining, drift detection, and Slack alerts — integrated with the client's CRM for proactive retention.

📈 28% reduction in monthly churn
XGBoostMLflowAirflow
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Voice2025

Multi-Speaker STT with Diarization

Real-time speech-to-text system with speaker diarisation for meeting transcription. Handles up to 8 concurrent speakers with per-speaker timestamps and confidence scores.

📈 WER 8.2% with 8 speakers
WhisperPyAnnoteWebSocket
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Pose2024

Human Action Recognition for Warehouse Safety

Video-based action recognition system for warehouse safety monitoring. Detects unsafe behaviors like improper lifting, missing PPE, and restricted zone entry — triggering real-time alerts.

📈 62% drop in safety incidents
SlowFastPoseAlerts
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LLM2025

Document Intelligence for Invoice Processing

Automated invoice processing pipeline combining OCR, layout understanding, and LLM extraction. Handles 15+ invoice formats, extracts line items, and pushes structured data to the client's ERP.

📈 95% straight-through processing rate
LayoutLMOCRGPT-4
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Pose2025

Athlete Sprint & Biomechanics Analysis POC

Proof-of-concept 3D biomechanics platform for sprint analysis. Reconstructs full-body 3D pose from monocular video, calculates joint angles, stride length, and ground contact time.

📈 < 3° mean joint angle error vs. motion capture
ViTPoseSMPL3D
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Vision2025

P&ID Engineering Drawing Automation

Automated parsing of piping and instrumentation diagrams (P&IDs). Detects symbols, reads text labels, and reconstructs the process graph — replacing weeks of manual digitisation.

📈 92% symbol detection, 10× faster than manual
YOLOv8OCRGraph
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Pose2024

ADAS Pedestrian Pose Estimation

Pedestrian pose estimation module for an ADAS system. Predicts body pose and intent (crossing, waiting, walking away) to improve autonomous braking decisions at intersections.

📈 Intent prediction 89% F1 at 25 FPS
ViTPoseTensorRTCAN
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LLM2025

Hallucination-Free Legal Contract RAG

A retrieval-augmented generation system for legal Q&A with built-in hallucination detection. Every answer is grounded in source clauses with confidence scores and citation links.

📈 0.3% hallucination rate (industry avg ~8%)
RAGGuardrailsRLHF
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LLM2025

E-Commerce Virtual Try-On & Photoshoot AI

AI-powered virtual try-on and product photoshoot platform for e-commerce. Generates model-on-garment images and lifestyle product shots — eliminating the need for physical photo shoots.

📈 35% increase in conversion rate
Stable DiffusionControlNetSAM
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Vision2024

Manufacturing Weld Defect Inspection

Automated weld defect detection system using thermal and visible-light cameras. Classifies 7 defect types in real time on the production line with sub-second inference on edge hardware.

📈 99.2% defect recall, 0.5s inference
YOLOv8ThermalEdge
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ML / POC2025

AI Recruitment & Candidate Matching

ML-powered recruitment platform that parses CVs, extracts skills, and ranks candidates against job descriptions using semantic similarity — cutting screening time from days to minutes.

📈 5× faster shortlisting, 91% hiring-manager approval
NLPEmbeddingsRanking
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