The KAI Hive

One engine at the heart of the hive.

Who it serves

Every cell in the hive.

What you get

• Cleans and joins open data and client data
• Runs the models: forecasts, 3D ground models, reservoir runs and their uncertainty
• Turns results into a plain answer, with the source of every number

What it runs, by product

• KAI-HydroFlood return levels and trigger scores on GloFAS 5.0 river flows
• HydroSaaSDaily weather feed, demand forecasts with a backtest, data checks, sewer source tracing
• GroundWater AnalystHeterogeneity Lab studies: drilling odds from a client's own logs
• KAI-GeoEnergyReservoir Lab runs and KAI-Pilot answers, each number linked to its run

Live activity

• 1Reservoir Lab runslast success 2026-10-30
• 11KAI-Pilot answerslast success 2026-11-01
• 0Heterogeneity Lab studiesno run in the feed yet
• 0Park models (weather, demand, checks)no run in the feed yet

From the engine's public feed, 2026-11-01 07:00 UTC. Jobs done in the last 7 days, all clients together; nothing about any client.

Latest public results

• Utah FORGE: forecasts re-run with the temperature model corrected at the wells
• GloFAS 5.0 re-test: the global model now sees Spanish floods at their real size
• HydroSaaS found the polluting manhole first time in 58 % of blind tests

Labs and cases it powers

• Reservoir Lab (with KAI-Pilot)
• Heterogeneity Lab
• Plug-to-Block Lab
• Heterogeneity Lab for water wells
• Utah FORGE case
• Guadalquivir case
• Zeerijp-3A case

Flood and drought forecasts with a plain answer.

Who it serves

Disaster agencies, districts, anticipatory-action teams and insurers.

What you get

• Flood and drought outlooks, days to months ahead
• Flood triggers set on GloFAS 5.0 and scored against real gauges
• Normal, Watch or Warning for each place

Labs and cases

• Guadalquivir case: flood triggers on 14 gauges
• GloFAS 5.0 re-test
• Trigger explorer

Feeds

• KAI-HydropowerInflow forecasts drive release planning
• KAI-IrrigationDrought outlooks set the season's water budget
• KAI-TwinForecasts let the twin look ahead

Draws on

• KAI-RiverRating curves turn forecast flows into water levels
• KAI AcademyCourses train teams to act on forecasts

Water intelligence for industrial parks and factories.

Who it serves

Industrial parks, factories and water utilities.

What you get

• Meters and boreholes on one dashboard
• Water balance, losses and effluent compliance
• Alerts when use or quality drifts

Try it

• Bellinge: source tracing on a real sewer
• Demo park

Feeds

• KAI-TwinLive meters stream into the twin

Draws on

• GroundWater AnalystThe aquifer model sets the safe yield of factory boreholes

3D groundwater models from borehole records.

Who it serves

District water offices, WASH programmes, drillers, farms and factories.

What you get

• Depth to water and bedrock before the rig arrives
• Drilling odds for any site from nearby logs
• District aquifer atlases in 3D

Labs and cases

• Heterogeneity Lab for water wells
• Cattle-corridor 3D model

Feeds

• HydroSaaSThe aquifer model sets the safe yield of factory boreholes
• KAI-IrrigationGroundwater for estates in the dry season
• KAI-GeoEnergyAquifer models for shallow geothermal and heat storage
• KAI-TwinA wellfield twin runs on the aquifer model

Draws on

• KAI-SubsurfaceGroundwater borrows the subsurface models on request
• Open labs & casesThe drilling lab and the 3D demo open GroundWater Analyst
• KAI-GeotechDrilling and lab data sharpen the ground models
• KAI AcademyCourses on groundwater models

Well-log interpretation, geomodels and AI property prediction.

Who it serves

Energy operators, geothermal developers, consultancies and universities.

What you get

• Fixed-price well-log interpretation
• Geomodels and AI property prediction
• Plug-to-block upscaling and between-well uncertainty

Labs and cases

• Zeerijp-3A case
• Plug-to-Block Lab

Feeds

• GroundWater AnalystGroundwater borrows the subsurface models on request
• KAI-GeoEnergyLogs and facies models become geothermal and storage reservoirs

Draws on

• Open labs & casesThe free labs open the door to the subsurface service
• KAI AcademyCourses on logs and geomodels

Geothermal, CO₂ and hydrogen storage models.

Who it serves

Geothermal developers and CO₂ or hydrogen storage teams.

What you get

• Reservoir Lab: plan a doublet in the browser, 30 years with P10–P90
• KAI-Pilot: ask in plain words, every number linked to its source
• Heterogeneity and Plug-to-Block Labs for the rock between wells

Labs and cases

• Reservoir Lab
• KAI-Pilot, the Reservoir Lab copilot
• Heterogeneity Lab
• Plug-to-Block Lab
• Utah FORGE case

Draws on

• KAI-SubsurfaceLogs and facies models become geothermal and storage reservoirs
• Open labs & casesThe Reservoir Lab and KAI-Pilot open KAI-GeoEnergy
• GroundWater AnalystAquifer models for shallow geothermal and heat storage

Reservoir inflow forecasts and release planning for hydropower.

Who it serves

Hydropower operators, dam owners and energy planners.

What you get

• Reservoir inflow forecasts
• Release and spill planning
• Dry-season generation outlook

Draws on

• KAI-HydroInflow forecasts drive release planning
• KAI-RiverSpillway and tailwater hydraulics
• KAI-GeotechSite investigation for dams and powerhouses

River surveys, rating curves and hydraulic models.

Who it serves

Water agencies, bridge and road engineers, and hydropower.

What you get

• River surveys and rating-curve updates
• Calibrated hydraulic models of a reach
• Flood levels for design

Feeds

• KAI-HydroRating curves turn forecast flows into water levels
• KAI-HydropowerSpillway and tailwater hydraulics

Water availability and irrigation scheduling.

Who it serves

Estates, farmer schemes and agribusiness.

What you get

• Seasonal water availability
• Irrigation schedules
• Water-security checks for estates

Draws on

• KAI-HydroDrought outlooks set the season's water budget
• GroundWater AnalystGroundwater for estates in the dry season

Digital twins of basins, wellfields and networks.

Who it serves

Utilities, wellfield operators and basin authorities.

What you get

• A live model of a basin, wellfield or network
• What-if runs before you act
• Watches and warns

Draws on

• HydroSaaSLive meters stream into the twin
• KAI-HydroForecasts let the twin look ahead
• GroundWater AnalystA wellfield twin runs on the aquifer model

Geotechnical site data and accredited lab sourcing.

Who it serves

Contractors, engineers, and road, dam and building developers.

What you get

• Site-investigation data packs
• Testing sourced from accredited labs
• Ground models for foundations

Feeds

• GroundWater AnalystDrilling and lab data sharpen the ground models
• KAI-HydropowerSite investigation for dams and powerhouses

Free water and energy tutorials, then short courses.

Who it serves

Engineers, students, government teams and client staff.

What you get

• Free tutorials built on the KAI tools
• Short online cohorts
• Hands-on work with real open data

Feeds

• KAI-HydroCourses train teams to act on forecasts
• KAI-SubsurfaceCourses on logs and geomodels
• GroundWater AnalystCourses on groundwater models

Try the science free, with no login.

Who it serves

Anyone weighing up KAI: try before you buy.

What you get

• Four labs in the browser
• Interactive cases on real public data
• Open notebooks to reproduce them

Labs and cases

• Reservoir Lab (with KAI-Pilot)
• Heterogeneity Lab
• Plug-to-Block Lab
• Heterogeneity Lab for water wells
• Utah FORGE case
• Guadalquivir case
• Zeerijp-3A case

Feeds

• KAI-GeoEnergyThe Reservoir Lab and KAI-Pilot open KAI-GeoEnergy
• KAI-SubsurfaceThe free labs open the door to the subsurface service
• GroundWater AnalystThe drilling lab and the 3D demo open GroundWater Analyst

An open cell, waiting for the next product.

Who it serves

You. Tell us the question you need answered.

What you get

• Which cell should we fill next?
• Early-access clients shape new products