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We build concepts before we build products

Before a single line of production code is written, we invest in deep research: studying how industries operate, where technology is creating new possibilities, and where real problems remain unsolved. Each concept on this page is the output of that process — a fully developed product idea with validated architecture, defined scope and a clear understanding of the domain it addresses.


When a client is ready to build, that groundwork cuts months off the delivery timeline. We already know the data model, the integration landscape, the edge cases and the technical decisions that matter. We don't start from a blank page — we start from a working concept.

Research · Concept development · Accelerated delivery

Natural disaster
Crisis Scenario Modeling · 2 domains
Crisis Scenario Modeling and Planning Platform
Real terrain from Google Maps Elevation API. Dynamic scenarios where wind shifts, water rises and the situation changes in real time — forcing commanders to make decisions under pressure before their first real deployment.
🔥 Wildfire scenario modeling
Model "what if the wind shifts" on real terrain. Stress-test evacuation plans and train staff on dynamic fire spread before a real incident.
🌊 Flood & inundation planning
Run dam breach and flood rise scenarios on real Google Maps elevation. Find the gaps in your evacuation plans before a real emergency does.
Claude APIBabylon.jsGoogle Maps ElevationRothermel modelxAPI
In development
Industrial training system
Industrial Training · 4 domains
Industrial Operator & Dispatcher Training Platform
LLM-generated emergency scenarios for high-stakes industrial operations. A digital twin before the first real shift — for operators and dispatchers where a wrong decision costs lives or shutdowns.
✈ Air Traffic Control & Railway Dispatching
Browser-based dispatcher scenarios: level conflicts, closures, cascade failures — full xAPI decision log.
⚗ Oil Refining & Chemistry
Cooling failures, toxic leaks, distillation breaches — real process physics, real time pressure.
🏭 Metallurgy
Converter lining breaches, ladle overheating, caster faults — thermal physics with documented decision log.
Claude APIBabylon.jsProcess physicsxAPI / LRSWebXR
In development
Access control
AI Security · Access Control
AI Agent Access Control Gateway
A dedicated control layer between every AI agent and every system it touches. Agents hold no direct credentials. Every operation evaluated against irreversibility, blast radius and execution velocity before reaching the database.
Operation irreversibility enforcement
DROP, TRUNCATE and ALTER are blocked at the gateway — never reach the database. Soft deletes enter a reversibility queue with a human cancel window.
Blast radius & velocity control
Volume limits per session with automatic pause. Machine-speed execution throttled to human-observable pace so someone can watch and interrupt.
Immutable audit log
Every action — attempted, permitted, blocked, queued — written to an append-only log the agent cannot access or modify.
AI SecurityIAMSQL ProxyRate limitingAudit log
Concept stage
Drones dispatching
Drone Operations · UTM · Simulation
Drone Operations, Management & UTM Simulation System
LLM-driven platform for drone mission rehearsal, airspace management and control, UTM procedure stress-testing on real terrain from elevation data and Earth Observation feeds. Live fleet tracking, battery and asset lifecycle management, automatic regulatory compliance and mission data structuring. Flight logs generated from telemetry in regulatory format, registration tracking, flight reports generated automatically.
UTM corridor conflict simulation
Multi-drone scenarios: corridor conflicts, communication loss, priority re-routing. Airspace managers certify procedures in simulation — no specialist software required.
Emergency response integration
Drone fleet as resource layer within wildfire or flood scenarios — same terrain and physics as the Crisis platform.
LLM mission planning
Operator describes objective in plain language — system generates optimised flight plan with waypoints, geofences and airspace check against current NOTAMs.
Real-time fleet tracking
Live position, battery level and signal strength for every drone. Geofence violations and signal loss flagged immediately. Full fleet on one map.
LLM authoringReal terrainUTMEarth ObservationFleet simulation
Concept stage
Access control
Medical Imaging · Computer Vision · LLM
Medical Imaging & Diagnostic Support
AI-assisted analysis of medical images — CV detects anomalies, LLM generates structured findings reports, radiologists get a prioritised worklist. Decision support at scale, not autonomous diagnosis.
Anomaly detection & flagging
CV scans for masses, lesions, fractures, opacities. High-confidence findings escalated immediately. Critical cases surfaced to front of worklist.
Structured findings report
LLM generates preliminary report from detected findings in the institution's reporting format. Radiologist reviews and finalises.
EMR & PACS integration
Integrates with Epic, Oracle Health, MEDITECH via DICOM and HL7 FHIR R4. Findings flow into patient record automatically.
YOLOv11Claude APIDICOMFHIR R4HIPAA
Concept stage
Access control
Industrial IoT · Predictive AI · CMMS
AI-Enabled Predictive Maintenance System
Sensor data from OPC-UA, MQTT and Modbus feeds ML models that predict failures before they happen. Maintenance orders generated automatically. Fleet health visible in real time.
Failure prediction & RUL estimation
Anomaly detection on vibration, temperature, current and pressure. Remaining useful life per asset. Failure probability surfaced weeks before the event.
Automated maintenance orders
Predicted failures generate work orders in the CMMS — job description, parts, skill level, scheduling. Planner reviews rather than creates from scratch.
Cost optimisation
Actual vs predicted costs tracked per asset. Parts inventory optimised against forecast demand. Total cost of ownership visible continuously.
OPC-UAMQTTModbusLSTMCMMS API
Concept stage

Interested in product development based on some of concept which will meet needs of your organization ?

Based on these concepts we can deliver to you software product which will exactly meet to your needs. Let's discuss your needs !