Typed ontology objects
Every point becomes a typed, queryable object — the shared 3D ontology across verticals.
FlaiCortex · the AI engine
One engine. Nine models. Every 3D domain.
FlaiCortex is the AI engine behind Flai — nine specialised models, each tuned to the objects and standards of its domain, turning raw point clouds into typed 3D objects and vertical deliverables.
The models
Nine models, one engine.
Shipping today (GA), in beta, or on the near roadmap. We label maturity honestly — you always know what is production-ready.
Aerial mapping
Full-scene airborne classification
A single airborne-LiDAR capture, fully classified in one automated run — proven at national scale.
Topographic object extractionDTM / DSM surfacesNationwide classification
Noise filtering
Cross-cutting cleanup
Isolated and building-edge noise detected and removed ahead of every downstream model.
Pre-flight cleanupOutlier removalAccuracy uplift
Utilities & powerline
Conductors, towers & insulators
Transmission & distribution corridors resolved down to insulators, guy wires and tension wires.
Vegetation managementWire & catenary vectorizationClearance analysisTower & insulator detection
Mobile mapping
Roads & roadside detail
Dense, close-range mobile LiDAR classified to asset-inventory granularity.
Road asset inventorySign & pole vectorizationCity modelling
Defence & public safety
3D situational awareness
Terrain and typed objects for GEOINT, OCOKA and JIPOE workflows — deployable fully air-gapped.
JIPOE / MCOO terrain analysisGEOINT & OCOKALine-of-sight & mobility corridorsChange detection
Bathymetry
Through-water seabed mapping
Water surface, column and seabed — plus vessels, piers, cranes, buoys and breakwaters, all typed.
Coastal & harbour mappingHydrographic surveysSeabed-obstacle & mine cueing
Forestry
Stems, canopy & biomass
Forest structure resolved into ground, vegetation strata and individual tree stems.
Single-tree inventoryCanopy-height modelsBiomass & carbon stock
Railroad
Catenary system & track
Rail corridor classified into track bed, rails, catenary wires, masts and trackside infrastructure.
Clearance-gauge checksAsset inventoryEncroachment monitoring
Indoor / BIM
Industrial plant · scan-to-BIM
Industrial-facility scan classified into piping, HVAC, cable trays, beams, gratings and supports.
Scan-to-BIMDigital twin & clash detectionAsset registers
Beyond classification
From geometry to typed objects.
Every model does more than label points. The same engine vectorises and generalises the result into a typed 3D ontology and the deliverables your workflow actually consumes.
Vector features
Building footprints, breaklines, centrelines, wire and catenary vectorization.
Raster surfaces
DTM / DSM, hillshade, CHM, slope and contours.
Vertical deliverables
Aerial topographic objects · forestry single-tree inventory · powerline tower & attachment points.
Custom models
When off-the-shelf isn't enough.
Fine-tune FlaiCortex to your terrain, sensor or classification schema — three paths, supervised by senior AI engineers.
Flai retraining service
Send us your annotated data — or we annotate it for you. Our AI team tunes a module to your terrain and schema, delivered into your existing setup.
Fastest path · no ML expertise neededOn-premise retraining
Train on your own infrastructure with your own data. The full training pipeline runs alongside self-hosted Flai. Data never leaves your network.
Defence · NMAs · data sovereigntyAI Learning Point
Interactive point-and-click corrections in the web UI feed back into model improvement on your specific data — iterative, no code.
Continuous improvement over timeSee a module run on your data.
Upload a sample and get classified results in minutes — or book a call to scope a custom model.