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
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
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
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
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
Geospatial AI
Satellite & Aerial Image Intelligence
Deep learning pipelines for detection and segmentation of buildings, roofs, roads, trees, and water bodies from multispectral satellite and UAV imagery. Delivered real-time monitoring dashboards for government and defence clients.
#computer-vision#remote-sensing#object-detection#segmentation
Computer Vision
People Detection & Optical Crowd Analysis
Real-time people and object detection systems combined with optical crowd density estimation. Deployed for event safety, retail analytics, and public space monitoring with sub-second inference on edge devices.
#object-detection#crowd-analysis#edge-inference#real-time
Medical Imaging
Dental 3D Segmentation & Modelling
Production 2D and 3D voxel segmentation models for dental CBCT scans — automated teeth and gum segmentation, crown-root separation, and jaw modelling for orthodontic planning and implant workflows.
#segmentation#3d-voxel#dental-imaging#deep-learning
Signal Processing
HealthTech Signal Processing
Advanced biomedical signal analysis for ECG, EEG, and EMG data streams. Built adaptive filtering and anomaly detection systems enabling early diagnosis in clinical environments.
#biomedical#signal-processing#anomaly-detection#real-time
Energy & Sustainability
Renewable Energy Forecasting
Time-series forecasting systems for solar irradiance and wind power generation. Integrated weather data with ML ensembles to optimise grid scheduling and reduce curtailment.
#time-series#forecasting#renewable-energy#ensemble-models
InsurTech
Insurance Risk Modelling & Portfolio Analysis
Machine learning models for motor and vehicle insurance risk estimation, pricing optimisation, and portfolio analysis. Built predictive systems for claims frequency and severity, driver risk scoring, and portfolio-level exposure analytics for underwriting teams. The commercial product is developed and continuously evolved at K2G (k2g.ai), with the active involvement and expertise of our team members.
#risk-modelling#insurance#portfolio-analysis#pricing#motor
Geospatial AI
Autonomous Drone Surveillance for Forest & Road Monitoring
Automated daily drone flights over forests and roads with onboard AI detecting anomalies — missing trees, illegal constructions and parking areas, fallen trees blocking roads, and early signs of forest fires. Designed for routine municipal and environmental monitoring at scale.
#drone#anomaly-detection#computer-vision#forest-monitoring#road-safety#fire-detection
Agentic AI
Agentic Business Analytics & AutoML Platform
A suite of open-source and commercial AI tools that embed intelligent analytics agents directly into business data pipelines — from SMEs to large enterprises running local, cloud, or cluster-based infrastructure. The platform enables deep analytics over large datasets through a conversational interface, auto-generates BI dashboards and reports, and includes a fully automated AutoML engine that searches, trains, evaluates, and ranks predictive models — surfacing the most accurate and explainable ones without manual intervention. Supports integration with existing CRM, ERP, and data warehouse systems, and can operate entirely on-premise for data-sensitive environments.
#automl#agentic-analytics#bi#predictive-models#data-pipelines#on-premise#llm