Applied AI Engineering
for Real-World Impact

We build production-grade machine learning systems — from satellite image intelligence and medical imaging to agentic AI platforms and energy forecasting.

View Case Studies →
Case Studies Research Education Team

Expertise Domains

Deep technical capability across the full AI spectrum.

💬

Natural Language Processing

Classical NLP, transformer architectures, and large language model integration for text analytics, search, and generation.

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Agentic AI Systems

Secure Talk-to-Data platforms, multi-agent orchestration, and autonomous AI workflows for enterprise environments.

📈

ML Prediction Systems

End-to-end machine learning pipelines for forecasting, classification, and anomaly detection at scale.

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Signal Processing

Biomedical and radiotechnical signal analysis — ECG, EEG, EMG processing with adaptive filtering and real-time inference.

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Satellite & Aerial Intelligence

Object detection, land-use classification, and change monitoring from multispectral satellite and UAV imagery.

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Healthcare Image Segmentation

2D and 3D voxel segmentation for CT, MRI, and histopathology with state-of-the-art accuracy.

⚡

Renewable Energy Forecasting

Solar and wind power prediction systems integrating weather data with ML ensembles for grid optimisation.

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Traffic & Behavioral Analytics

Urban traffic flow analysis and pedestrian behaviour modelling for smart-city infrastructure planning.

🔍

Fraud & Transaction Analysis

Real-time transaction scoring, pattern detection, and risk assessment for financial services.

Recent Case Studies

Selected projects demonstrating our technical depth.

Predictive Signal Processing for Healthcare — Urination Monitoring Healthcare ML

Predictive Signal Processing for Healthcare — Urination Monitoring

Transformer-based ML models detecting urination parameters from IoT sensors, enabling automated home uroflowmetry with objective bladder diary data and early health change alerts through non-invasive monitoring. The signal prediction modelling and AI-based data processing are delivered by our team members under a commercial agreement with CareTech Human (caretechhuman.com) — a US-based health tech company whose proprietary product supports urologists with automated symptom severity scores, objective health assessments, and remote patient monitoring. The AI processing technology powering the product has received independent recognition, with CareTech Human running pilots at Weill Cornell Medical College and Urology Nevada.

#signal-processing#iot#transformers#healthcare#predictive-models
Agentic AI with MCP, LangGraph & Micro-Agents Agentic AI

Agentic AI with MCP, LangGraph & Micro-Agents

Custom AI agents that plug into your tools and automate complex data workflows end-to-end. Our team members are actively involved in building and evolving the K2G Agentic Platform (k2g.ai) — a complete agentic engine for data analytics, comprising four specialised agents: Cleansing (turning messy datasets into reliable foundations), Enrichment (enhancing raw data with external sources and geodata), Reporting (generating accurate, compliant reports directly from CRM, ERP, and internal databases), and Modelling (building explainable, production-ready analytical models powered by statistical methods and neural networks). Related open-source projects are maintained independently for research and technology validation.

#llm#mcp#langgraph#micro-agents#llm-training#orchestration
Talk-to-Data Agent Platform Agentic AI

Talk-to-Data Agent Platform

Ask your database anything in plain English — get charts, tables, and insights instantly. Self-healing queries across PostgreSQL, MySQL, SQLite, and SQL Server. Our team members are actively involved in building and evolving the K2G Talk-to-Data platform (k2g.ai), part of the K2G Agentic Engine for data analytics. The commercial product is developed and continuously evolved at K2G, with an independent open-source edition maintained separately for research and technology evaluation.

#langgraph#gemini#talk-to-data#sql#rag#self-healing
Claims Document Recognition & Processing Document AI

Claims Document Recognition & Processing

Scanned claims, prescriptions, and contracts → structured data. On-premise AI extraction, fully GDPR/ISO 27001/FDA compliant. The enterprise product is developed and continuously evolved at K2G (k2g.ai), with the active involvement and expertise of our team members. Open-source prototypes are maintained independently for research and technology evaluation.

#ocr#llm#multimodal#claims-processing#security-compliance#on-premise
US Traffic Analysis & Ad Optimisation AdTech

US Traffic Analysis & Ad Optimisation

A fully completed and commercially successful product — we built, scaled, and exited. A high-load AI platform processing real web traffic across the United States and North America at massive scale, analysing tens of millions of real user requests to categorise website visitors by geographic region, browsing behaviour, and interest profile. The system combines transformer-based models, classical machine learning algorithms, semantic search, and unsupervised clustering to deliver precise audience segmentation in real time. Inference runs in milliseconds on optimised, production-hardened ML models built to handle the volume and velocity of North American internet traffic. The platform directly improved digital advertisement targeting accuracy and ROI for its customers. Built, shipped, scaled — and successfully exited.

#llm#transformers#high-load#ad-optimisation#traffic-analysis
View all case studies → See Established Projects ↓

Latest Updates

News and announcements from AI Labs.

2026-02-24

Website Updated

We have refreshed ai-labs.org with new case studies, research areas, and team information. The site now better reflects over 14 years of our work across NLP, computer vision, signal processing, and agentic AI.