STELIA
Stelia Workspace · Crucible · Continuum · Ingots

130 outcomes, forged inside the boundary.

Twenty-six emerging verticals, five companies in each. Every card shows the same move: point Crucible at a company's own proprietary data, forge it into a small owned model, an Ingot, hold it in Continuum as one shared org memory, and deliver it through Stelia Workspace on any Stelia substrate. Each one names the documents and data brought in, PDFs, databases, images, telemetry and raw files ingested in-workflow, and the net-new capability the company holds afterwards.

Your data Crucible forges an Ingot held in Continuum delivered in Stelia Workspace on Stelia
Tier
Deployment
Served by
130 of 130 outcomes
Sovereign AI & govtech Tier A
Statecraft Milan, Italy

Sovereign frontier models for regulated finance, government and defence.

Brought in & ingested
Legislation PDFsCase-law databasesMinisterial email archivesPolicy DOCX
statecr-statute
Base model, auto-selectedLlama 4 Scout
Served byAPI endpoint
Net-new capability

An owned model that answers questions across the entire statute book in-boundary, where before there was only manual search across disconnected archives.

Outcome

Ministerial briefings that took a week of manual cross-referencing now draft in an afternoon, wholly inside the national boundary.

Sovereign regionView pipeline →#001
Sovereign AI & govtech Tier A
Sovereia Galway, Ireland

Sovereign, AI-native intelligence and investigation platform for EU agencies.

Brought in & ingested
Case-file PDFsEntity databasesScanned evidenceWatchlist CSVs
soverei-casefile
Base model, auto-selectedMistral Small 4
Served byStelia Workspace
Net-new capability

Natural-language investigation across two decades of case files at once, a capability that used to live only in individual analysts' heads.

Outcome

Entity-resolution work that consumed analyst-days per case now returns a defensible link chart in minutes.

Sovereign regionView pipeline →#002
Sovereign AI & govtech Tier A
Civex Amsterdam, Netherlands

EU AI Act-compliant govtech for public-safety investigations.

Brought in & ingested
Incident-report PDFsRecords-management DB exportsScanned statements
civex-safety
Base model, auto-selectedMinistral 3 8B
Served byStelia Workspace
Net-new capability

A single auditable triage standard every officer can apply, where judgement previously varied person to person.

Outcome

First-line triage that varied officer to officer now follows one auditable, Act-compliant standard.

Sovereign regionView pipeline →#003
Sovereign AI & govtech Tier A
Lexanor Heidelberg, Germany

European sovereign LLM stack for the public sector and regulated industry.

Brought in & ingested
Administrative-form PDFsLegacy record databasesScanned archives
lexanor-verwaltung
Base model, auto-selectedMistral Small 4
Served byAPI endpoint
Net-new capability

Self-service answers over federal and state archives that used to require a records specialist and a wait.

Outcome

Citizen request handling that took days of file retrieval now resolves same-day, fully in-country.

Sovereign regionView pipeline →#004
Sovereign AI & govtech Tier A
Publicus Paris, France

Open-weight European frontier models for sovereign and enterprise deployment.

Brought in & ingested
Classified PDF/DOCX estateTranslation-memory filesScanned cables
publicu-souverain
Base model, auto-selectedMistral Large 3
Served byStelia Workspace + API
Net-new capability

Classified translation and drafting on models the ministry fully owns and runs offline, replacing external services it could never fully trust.

Outcome

Classified translation and drafting moved off external services onto owned models the ministry alone controls.

Sovereign regionView pipeline →#005
Defence, intelligence & national security Tier A
Aegisware Paris, France

AI-native command-and-control fusing live battlefield data with RL planning.

Brought in & ingested
Doctrine PDFsOperation-log databasesAfter-action DOCXLive sensor feeds
aegiswa-c2
Base model, auto-selectedLlama 4 Scout
Served byAPI endpoint
Net-new capability

War-gaming courses of action against the unit's own doctrine and history in minutes, at a disconnected edge node.

Outcome

Course-of-action planning that took a staff cell hours compresses to minutes at the forward edge.

Air-gappedView pipeline →#006
Defence, intelligence & national security Tier A
Bulwarq Munich, Germany

Autonomous ground vehicles plus a hardware-agnostic robotics OS.

Brought in & ingested
Vehicle telemetry logsMission recordingsTerrain mapsSensor streams
bulwarq-fleet
Base model, auto-selectedOpenVLA
Served byAPI endpoint
Net-new capability

A fleet that learns terrain collectively and shares it, instead of each vehicle relearning in isolation.

Outcome

New-terrain adaptation that needed a manual retraining cycle now propagates across the fleet within a mission window.

Edge / onboardView pipeline →#007
Defence, intelligence & national security Tier A
Vanguardia Munich, Germany

AI ISR eVTOL drones operating in GPS-denied conditions.

Brought in & ingested
Onboard imageryFull-motion videoSensor metadata
vanguar-isr
Base model, auto-selectedDINOv3
Served byAPI endpoint
Net-new capability

Onboard target recognition in GPS-denied flight, removing the downlink-and-wait step from the loop.

Outcome

Target recognition in GPS-denied flight runs onboard, cutting the downlink-and-wait loop out of the kill chain.

Edge / onboardView pipeline →#008
Defence, intelligence & national security Tier A
Kestrel Systems Munich, Germany

Software-first defence AI for real-time battlefield awareness.

Brought in & ingested
Multi-sensor feedsEngagement logsTrack databases
kestrel-fusion
Base model, auto-selectedLlama 4 Scout
Served byAPI endpoint
Net-new capability

A continuously updated common operating picture across dispersed nodes, held sovereign.

Outcome

The common operating picture that lagged manual fusion now updates continuously inside the sovereign boundary.

Air-gappedView pipeline →#009
Defence, intelligence & national security Tier A
Wardenal Lisbon, Portugal

Maritime and border ISR drone platforms with AI analytics.

Brought in & ingested
Patrol imageryAIS/vessel databasesRadar tracks
wardena-maritime
Base model, auto-selectedSAM 3
Served byAPI endpoint
Net-new capability

Automatic vessel-anomaly flagging from the fleet's own memory, no longer dependent on operator vigilance.

Outcome

Illegal-vessel flagging that relied on operator vigilance now surfaces automatically from the fleet's own memory.

Edge / onboardView pipeline →#010
Robotics & embodied AI Tier A
Cogniva Zurich, Switzerland

RL and vision-language-action brain that makes third-party humanoids autonomous.

Brought in & ingested
Manipulation demo recordingsGrasp-outcome logsSensor streams
cogniva-vla
Base model, auto-selectedOpenVLA
Served byAPI endpoint
Net-new capability

Same-day task onboarding for humanoids with no ML team, where each new task used to be a project.

Outcome

New task onboarding for a humanoid drops from a specialist retraining project to a same-day demonstration.

Edge / onboardView pipeline →#011
Robotics & embodied AI Tier A
Dexteron Munich, Germany

Fine-tunes robotics models on each customer's operational data for task-specific autonomy.

Brought in & ingested
Line telemetryCorrection logsCamera feeds
dextero-task
Base model, auto-selectedOpenVLA
Served byAPI endpoint
Net-new capability

In-house tuning of robot autonomy from the plant's own runs, replacing an external data-science engagement.

Outcome

Task-specific autonomy that took an external data-science engagement now tunes in-house from the plant's own runs.

Edge / onboardView pipeline →#012
Robotics & embodied AI Tier A
Manuform Zurich, Switzerland

ETH spinout building a dexterity foundation model plus robotic hands.

Brought in & ingested
Teleoperation trajectoriesTactile-sensor logsVideo
manufor-dexterity
Base model, auto-selectedOcto
Served byAPI endpoint
Net-new capability

Dexterous tasks that generic models failed now succeed, because the hands learned the customer's own motions.

Outcome

Fine-manipulation tasks that failed on generic models now succeed after the hands train on the customer's own motions.

Edge / onboardView pipeline →#013
Robotics & embodied AI Tier A
Ambulon Metzingen, Germany

Cognitive humanoid and cobot platform for industrial and service work.

Brought in & ingested
Task-graph filesHuman-handover logsSensor streams
ambulon-cog
Base model, auto-selectedOpenVLA
Served byAPI endpoint
Net-new capability

Skills proven at one customer transfer to another, instead of re-teaching every robot from scratch.

Outcome

Cross-site skill transfer that meant re-teaching each robot now carries over from the shared fleet memory.

Edge / onboardView pipeline →#014
Robotics & embodied AI Tier A
Kinetos Paris, France

Self-balancing exoskeletons and humanoid systems for mobility.

Brought in & ingested
Gait-session recordingsIMU telemetryClinical notes
kinetos-gait
Base model, auto-selectedOpenVLA
Served byAPI endpoint
Net-new capability

Per-patient gait tuning from the device's own sessions, with no engineer on-site.

Outcome

Gait-parameter tuning that required an engineer on-site now adapts per patient from the device's own sessions.

Edge / onboardView pipeline →#015
Space technologies & orbital compute Tier A
Orbica Munich, Germany

Thermal-infrared EO constellation running onboard AI inference in orbit.

Brought in & ingested
Thermal-IR rastersLabelled fire imageryOrbit telemetry
orbica-thermal
Base model, auto-selectedDINOv3
Served byAPI endpoint
Net-new capability

Wildfire confirmation onboard the satellite, cutting alerts from hours to minutes.

Outcome

Wildfire confirmation that waited on a ground pass now runs onboard, cutting alert latency from hours to minutes.

OrbitView pipeline →#016
Space technologies & orbital compute Tier A
Astraport Ghent, Belgium

NVIDIA-powered on-satellite data-processing unit for in-orbit inference.

Brought in & ingested
Raw payload dataSensor-characterisation logs
astrapo-onboard
Base model, auto-selectedDINOv3
Served byAPI endpoint
Net-new capability

Turning data into decisions in orbit that used to be discarded for lack of downlink.

Outcome

Data that would have been discarded for lack of downlink is now turned into decisions in orbit.

OrbitView pipeline →#017
Space technologies & orbital compute Tier A
Celestor Paris, France

Optical-sensor-network space situational awareness and collision-risk modelling.

Brought in & ingested
Optical-tracking dataConjunction recordsEphemeris databases
celesto-ssa
Base model, auto-selectedQwen3-32B
Served byStelia Workspace
Net-new capability

A ranked manoeuvre recommendation in one console, replacing a multi-tool analyst workflow.

Outcome

Collision-risk assessment that took an analyst through many tools now returns a ranked manoeuvre call in one view.

Sovereign regionView pipeline →#018
Space technologies & orbital compute Tier A
Voidforge Espoo, Finland

SAR microsatellite constellation for persistent Earth monitoring.

Brought in & ingested
SAR image archivesChange-detection labelsGeospatial rasters
voidfor-sar
Base model, auto-selectedSAM 3
Served byAPI endpoint
Net-new capability

A scored change map on first revisit, where flood and damage assessment was a manual imagery job.

Outcome

Flood and damage assessment that was a manual imagery-analysis job now returns a scored change map on first revisit.

OrbitView pipeline →#019
Space technologies & orbital compute Tier A
Perigee Labs Barcelona, Spain

Distributed EO constellation delivering near-real-time imagery.

Brought in & ingested
EO imageryTasking logsCapture metadata
perigee-eo
Base model, auto-selectedDINOv3
Served byAPI endpoint
Net-new capability

Tasking optimised onboard against the constellation's own memory, ahead of any ground planning cycle.

Outcome

Tasking decisions that lagged a ground planning cycle now optimise onboard against the constellation's own memory.

OrbitView pipeline →#020
Human genomics, longevity & precision medicine Tier A
Biolythe London, UK

Proprietary 100M+ species genomics database training biological foundation models.

Brought in & ingested
Genomic sequence files (FASTA)Species-metadata databaseAnnotation graphs
biolyth-genome
Base model, auto-selectedESM-2
Served byStelia Workspace + API
Net-new capability

Ranked enzyme candidates in a single session over a 100M-species database, replacing weeks of queries.

Outcome

Novel-enzyme candidate search that took weeks of database queries now returns ranked hits in a single session.

On-premView pipeline →#021
Human genomics, longevity & precision medicine Tier A
Longeva London, UK

Graph-ML target discovery on multi-omic and functional-genomics data.

Brought in & ingested
Multi-omic datasetsFunctional-genomics DBTarget-validation records
longeva-target
Base model, auto-selectedGeneformer
Served byStelia Workspace
Net-new capability

Self-serve target triage for every biologist, where it used to need bioinformatics support.

Outcome

Target triage that required specialist bioinformatics support now runs self-serve for every biologist on the team.

On-premView pipeline →#022
Human genomics, longevity & precision medicine Tier A
Vitalux Cambridge, UK

Generative-AI virtual cell for cell-rejuvenation and ageing biology.

Brought in & ingested
Single-cell RNA-seq dataScreen-result tablesPerturbation logs
vitalux-vcell
Base model, auto-selectedscGPT
Served byStelia Workspace
Net-new capability

In-silico pre-ranking of interventions before any wet-lab work, a capability that did not exist before.

Outcome

Intervention screening that meant a full wet-lab cycle per idea now pre-ranks candidates in silico first.

On-premView pipeline →#023
Human genomics, longevity & precision medicine Tier A
Chromexa London, UK

AI-first drug design across structural and functional biology.

Brought in & ingested
Structure-prediction outputsAssay databasesProgram PDFs
chromex-design
Base model, auto-selectedESM-2
Served byAPI endpoint
Net-new capability

Cross-program insight that compounds in one owned memory, instead of sitting in separate notebooks.

Outcome

Cross-program knowledge that lived in individual notebooks now compounds in one owned, shared memory.

On-premView pipeline →#024
Human genomics, longevity & precision medicine Tier A
Elyxion Paris, France

Federated AI on hospital data for precision oncology.

Brought in & ingested
Whole-slide images (SVS)Hospital cohort databasesPathology reports (PDF)
elyxion-onco
Base model, auto-selectedProv-GigaPath
Served byAPI endpoint
Net-new capability

Multi-hospital studies that train without moving patient data, unblocking work that stalled on data-sharing.

Outcome

Multi-hospital biomarker studies that stalled on data-sharing agreements now train federated, data in place.

FederatedView pipeline →#025
Healthcare AI, imaging & diagnostics Tier A
Radiantis Berlin, Germany

Multimodal computational-pathology foundation models.

Brought in & ingested
Whole-slide pathology (SVS)Diagnosis databasesAnnotation files
radiant-path
Base model, auto-selectedProv-GigaPath
Served byAPI endpoint
Net-new capability

Same-session second reads on complex slides, replacing a specialist backlog.

Outcome

Second-read turnaround on complex slides drops from a specialist backlog to same-session review.

FederatedView pipeline →#026
Healthcare AI, imaging & diagnostics Tier A
Diagnova Valencia, Spain

Foundation AI models across medical imaging.

Brought in & ingested
DICOM imaging studiesRadiology reports (PDF)PACS exports
diagnov-imaging
Base model, auto-selectedMONAI
Served byAPI endpoint
Net-new capability

Quantitative imaging biomarkers computed on acquisition, on-prem, that used to be measured by hand.

Outcome

Quantitative imaging biomarkers that took manual measurement now compute on acquisition, on-prem.

On-premView pipeline →#027
Healthcare AI, imaging & diagnostics Tier A
Scanova Munich, Germany

AI-powered MRI in-a-box combining proprietary hardware and heavy AI.

Brought in & ingested
MRI scan volumesGround-truth labelsDevice logs
scanova-mri
Base model, auto-selectedDINOv3
Served byAPI endpoint
Net-new capability

A classification result at the machine in seconds, replacing a lab and days of turnaround.

Outcome

Sample classification that required a lab and days of turnaround now returns a result at the machine in seconds.

Edge / onboardView pipeline →#028
Healthcare AI, imaging & diagnostics Tier A
Medveda Copenhagen, Denmark

Real-time AI copilot for clinical conversations and emergency calls.

Brought in & ingested
Call audio recordingsTranscriptsOutcome databases
medveda-triage
Base model, auto-selectedWhisper large-v3
Served byAPI endpoint
Net-new capability

Earlier cardiac-arrest recognition on live calls, with documentation writing itself as the call proceeds.

Outcome

Cardiac-arrest recognition on emergency calls surfaces earlier, and documentation writes itself as the call proceeds.

On-premView pipeline →#029
Healthcare AI, imaging & diagnostics Tier A
Cortexa Health Paris, France

Ambient AI assistant that turns clinical encounters into notes.

Brought in & ingested
Encounter audioDe-identified transcriptsEHR note templates
cortexa-note
Base model, auto-selectedWhisper large-v3
Served byStelia Workspace
Net-new capability

Signed clinical notes before the patient leaves, giving clinicians back hours a day.

Outcome

Documentation load that added hours to a clinician's day now clears as a signed note before the patient leaves.

On-premView pipeline →#030
Quantum & hybrid quantum-classical Tier A
Qubitza Paris, France

Cat-qubit superconducting hardware for fault-tolerant quantum computing.

Brought in & ingested
Calibration logsError-syndrome dataDevice telemetry
qubitza-calib
Base model, auto-selectedLlama 4 Scout
Served byStelia Workspace
Net-new capability

Faster calibration convergence against each machine's own history, freeing scarce fridge time.

Outcome

Calibration cycles that consumed scarce fridge time now converge faster against the machine's own history.

On-premView pipeline →#031
Quantum & hybrid quantum-classical Tier A
Entangl Cambridge, UK

Deltaflow real-time quantum error-correction stack across qubit types.

Brought in & ingested
Decoding tracesPerformance logsHardware-spec PDFs
entangl-qec
Base model, auto-selectedLlama 4 Scout
Served byStelia Workspace
Net-new capability

Automatic ranking of decoder configurations across partner hardware, replacing manual analysis.

Outcome

Decoder tuning across partner hardware that took manual analysis now returns a ranked configuration automatically.

On-premView pipeline →#032
Quantum & hybrid quantum-classical Tier A
Quantica San Sebastian, Spain

Quantum-inspired AI model compression and hybrid optimisation.

Brought in & ingested
Model weight filesBenchmark results (CSV)Config files
quantic-compact
Base model, auto-selectedLlama 4 Scout
Served byAPI endpoint
Net-new capability

Model compression that converges to the accuracy-latency sweet spot in a single pass.

Outcome

Model-compression sweeps that took an engineer many manual runs now converge to the accuracy-latency sweet spot in one pass.

On-premView pipeline →#033
Quantum & hybrid quantum-classical Tier A
Coheros Paris, France

Neutral-atom quantum processors for hybrid workloads.

Brought in & ingested
Hybrid-job tracesRegister-layout filesResult databases
coheros-hybrid
Base model, auto-selectedQwen3-32B
Served byStelia Workspace
Net-new capability

Self-serve hybrid-workflow setup that used to require a quantum specialist.

Outcome

Hybrid workflow setup that needed a quantum specialist now runs self-serve against the register's own memory.

On-premView pipeline →#034
Quantum & hybrid quantum-classical Tier A
Qryon Espoo, Finland

Superconducting quantum computers for on-prem and HPC integration.

Brought in & ingested
Gate-fidelity benchmarksDrift measurementsMaintenance logs
qryon-fidelity
Base model, auto-selectedLlama 4 Scout
Served byStelia Workspace
Net-new capability

Predicted fidelity drift from the machine's own trend, caught before a scheduled benchmark.

Outcome

Fidelity drift that was caught only at scheduled benchmarks is now predicted from the machine's own trend memory.

On-premView pipeline →#035
Semiconductor design & AI silicon Tier A
Siliqon London, UK

In-memory-compute AI inference chips attacking the memory bottleneck.

Brought in & ingested
RTL/Verilog sourceVerification logsBug-tracker databases
siliqon-verif
Base model, auto-selectedQwen3-Coder-30B-A3B
Served byStelia Workspace
Net-new capability

Instant recall of the matching prior fix during verification, replacing grepping old logs.

Outcome

Verification-failure triage that meant grepping old logs now surfaces the matching prior fix instantly.

On-premView pipeline →#036
Semiconductor design & AI silicon Tier A
Fabricon Eindhoven, Netherlands

Digital in-memory-computing edge AI accelerator, in production.

Brought in & ingested
Compiler IR filesKernel-performance logsModel files
fabrico-compiler
Base model, auto-selectedCodestral 25.08
Served byStelia Workspace
Net-new capability

Customer model porting in days from prior mappings, where it took an applications engineer weeks.

Outcome

Customer model porting that took an FAE weeks now maps to the accelerator in days from prior mappings.

On-premView pipeline →#037
Semiconductor design & AI silicon Tier A
Etchworks Eindhoven, Netherlands

Ultra-bandwidth-memory inference system-in-package from ex-ASML founders.

Brought in & ingested
Packaging simulation dataSignal-integrity resultsCAD files
etchwor-package
Base model, auto-selectedLlama 4 Scout
Served byStelia Workspace
Net-new capability

Pre-ranked package options from prior results, replacing re-running heavy simulations.

Outcome

Package-level design exploration that meant re-running heavy simulations now pre-ranks options from prior results.

On-premView pipeline →#038
Semiconductor design & AI silicon Tier A
Litho AI San Jose, USA

EDA software and IP for chip and system design.

Brought in & ingested
Design-flow logsMethodology PDFsScripts/config
litho-eda
Base model, auto-selectedQwen3-Coder-30B-A3B
Served byStelia Workspace + API
Net-new capability

Every engineer served the org's design-flow knowledge that used to live with a few seniors.

Outcome

Tribal design-flow knowledge that lived with senior engineers now serves every engineer from the org's own memory.

On-premView pipeline →#039
Semiconductor design & AI silicon Tier A
Waferra Sunnyvale, USA

EDA, IP and design tools for advanced silicon.

Brought in & ingested
Signoff reportsTiming databasesClosure logs
waferra-signoff
Base model, auto-selectedQwen3-Coder-30B-A3B
Served byStelia Workspace
Net-new capability

Faster timing closure against the project's own closure memory.

Outcome

Timing-closure iterations that stretched a schedule now converge faster against the project's own closure memory.

On-premView pipeline →#040
Fusion energy & advanced nuclear Tier B
Ignos Munich, Germany

Stellarator design driven by massive plasma-optimisation HPC.

Brought in & ingested
Simulation output filesCoil-geometry dataHPC run logs
ignos-plasma
Base model, auto-selectedLlama 4 Scout
Served byStelia Workspace
Net-new capability

Design searches that start from the memory of every prior run, cutting compute per iteration.

Outcome

Design-space searches that consumed weeks of HPC now start from the memory of every prior run, cutting compute per iteration.

On-premView pipeline →#041
Fusion energy & advanced nuclear Tier B
Tokamex Munich, Germany

Laser inertial-confinement fusion with heavy laser-plasma simulation.

Brought in & ingested
Laser-plasma simulationsShot databasesDiagnostic data
tokamex-laser
Base model, auto-selectedLlama 4 Scout
Served byStelia Workspace
Net-new capability

Shot-campaign parameters proposed from the shared shot memory, replacing manual synthesis.

Outcome

Shot-campaign planning that took manual synthesis of prior runs now proposes parameters from the shared shot memory.

On-premView pipeline →#042
Fusion energy & advanced nuclear Tier B
Fusera Stockholm, Sweden

Gen-IV lead-cooled small modular reactor with digital safety control.

Brought in & ingested
Safety-analysis reports (PDF)Simulation casesControl logs
fusera-safety
Base model, auto-selectedLlama 4 Scout
Served byStelia Workspace
Net-new capability

Traceable safety-case drafting on-site, from many documents to one workspace.

Outcome

Safety-case assembly that took a specialist team through many documents now drafts with full traceability on-site.

On-premView pipeline →#043
Fusion energy & advanced nuclear Tier B
Pyrolis Oxford, UK

Spherical tokamak and high-temperature superconducting magnet development.

Brought in & ingested
Magnet-test dataPlasma diagnosticsExperiment logs
pyrolis-magnet
Base model, auto-selectedLlama 4 Scout
Served byStelia Workspace
Net-new capability

On-demand correlation of magnet tests against plasma shots that took days by hand.

Outcome

Cross-referencing magnet tests against plasma shots that took days of manual work now returns correlations on demand.

On-premView pipeline →#044
Fusion energy & advanced nuclear Tier B
Novacore London, UK

Lead-cooled fast reactors reusing nuclear waste as fuel.

Brought in & ingested
Fuel-cycle simulationsIrradiation datasetsMaterials records
novacor-fuel
Base model, auto-selectedLlama 4 Scout
Served byStelia Workspace
Net-new capability

Fuel-cycle analysis in one governed workspace, on owned infrastructure.

Outcome

Fuel-cycle analysis spread across specialist tools now resolves in one governed workspace, on owned infrastructure.

On-premView pipeline →#045
Autonomous mobility, aerospace & eVTOL Tier B
Aerovia Oxford, UK

Universal autonomy software for enclosed industrial mobility.

Brought in & ingested
Driving logsDisengagement recordsSensor recordingsHD maps
aerovia-site
Base model, auto-selectedOpenVLA
Served byAPI endpoint
Net-new capability

New-site commissioning warm-started from shared site memory, instead of re-collected from zero.

Outcome

New-site commissioning that meant re-collecting driving data now warm-starts from the shared site memory.

Edge / onboardView pipeline →#046
Autonomous mobility, aerospace & eVTOL Tier B
Voltair Zurich, Switzerland

Hybrid-electric tilt-wing eVTOL for regional transport and cargo.

Brought in & ingested
Flight-test telemetryControl-response dataTest-report PDFs
voltair-flight
Base model, auto-selectedLlama 4 Scout
Served byStelia Workspace
Net-new capability

Flight-envelope analysis turned around within the day, ahead of overnight processing.

Outcome

Flight-envelope analysis between test sorties that took overnight processing now turns around inside the day.

Edge / onboardView pipeline →#047
Autonomous mobility, aerospace & eVTOL Tier B
Skypath London, UK

End-to-end learned driving foundation models for road vehicles.

Brought in & ingested
Fleet driving videoIntervention labelsSensor logs
skypath-e2e
Base model, auto-selectedOpenVLA
Served byAPI endpoint
Net-new capability

Automatic mining of rare events from fleet memory, replacing engineers scrubbing video.

Outcome

Scenario mining that took engineers scrubbing video now surfaces the rare events automatically from fleet memory.

Edge / onboardView pipeline →#048
Autonomous mobility, aerospace & eVTOL Tier B
Autonoma Stockholm, Sweden

Autonomous and electric freight with a connected operations platform.

Brought in & ingested
Route telemetryEnergy-use dataRemote-op logs
autonom-freight
Base model, auto-selectedLlama 4 Scout
Served byAPI endpoint
Net-new capability

Route-and-energy planning optimised from the network's own corridor memory.

Outcome

Route-and-energy planning that relied on operator judgement now optimises from the network's own corridor memory.

Edge / onboardView pipeline →#049
Autonomous mobility, aerospace & eVTOL Tier B
Verticae Munich, Germany

Jet-powered eVTOL aircraft for regional air mobility.

Brought in & ingested
Ducted-fan test dataThermal telemetryTest reports
vertica-propulsion
Base model, auto-selectedLlama 4 Scout
Served byStelia Workspace
Net-new capability

Propulsion trade studies that start from shared test memory, ahead of re-processed archives.

Outcome

Propulsion trade studies that meant re-processing test archives now start from the shared test memory.

Edge / onboardView pipeline →#050
Advanced manufacturing & industrial digital twins Tier B
Twyn Lausanne, Switzerland

3D deep-learning engineering surrogate models replacing physical simulation.

Brought in & ingested
CAE/CFD simulation archiveCAD geometry filesValidated-design database
twyn-surrogate
Base model, auto-selectedDINOv3
Served byStelia Workspace + API
Net-new capability

Aerodynamic predictions in seconds at the desk, replacing overnight CFD.

Outcome

Aerodynamic iterations that took overnight CFD now return a surrogate prediction in seconds at the desk.

On-premView pipeline →#051
Advanced manufacturing & industrial digital twins Tier B
Forgeworx Stuttgart, Germany

Vision-language-action robotics for factories and warehouses.

Brought in & ingested
Pick-and-place logsGrasp-failure videoCamera streams
forgewo-pick
Base model, auto-selectedOpenVLA
Served byAPI endpoint
Net-new capability

New-SKU handling adapting within a shift from shared grasp memory.

Outcome

New-SKU handling that meant a re-teaching pass now adapts from the shared grasp memory within a shift.

Edge / onboardView pipeline →#052
Advanced manufacturing & industrial digital twins Tier B
Machina Dresden, Germany

Software-defined robotics and no-code programming with generative simulation.

Brought in & ingested
Robot programsCell-layout filesCycle-time logs
machina-program
Base model, auto-selectedOpenVLA
Served byStelia Workspace
Net-new capability

In-house robot-cell programming against the plant's own memory, with no integrator required.

Outcome

Robot-cell programming that took a specialist integrator now completes in-house against the plant's own program memory.

On-premView pipeline →#053
Advanced manufacturing & industrial digital twins Tier B
Digitwyn Oslo, Norway

Industrial data platform and digital twins for asset-heavy operations.

Brought in & ingested
Sensor time-seriesMaintenance logsAsset databasesP&ID PDFs
digitwy-twin
Base model, auto-selectedLlama 4 Scout
Served byStelia Workspace + API
Net-new capability

Root-cause investigations resolved in one workspace across previously siloed data.

Outcome

Root-cause investigations that spanned many data silos now resolve in one workspace on the plant's own memory.

On-premView pipeline →#054
Advanced manufacturing & industrial digital twins Tier B
Praxion Velizy-Villacoublay, France

3D design, simulation and PLM platforms for industry.

Brought in & ingested
PLM recordsEngineering-change databaseCAD files
praxion-plm
Base model, auto-selectedQwen3-32B
Served byStelia Workspace
Net-new capability

Traced engineering-change impact answers, replacing cross-team meetings.

Outcome

Engineering-change impact analysis that took cross-team meetings now returns a traced answer from the PLM memory.

On-premView pipeline →#055
AI drug discovery & computational biology Tier B
Synova Bio Amsterdam, Netherlands

Generative-AI protein-design platform for biotech and pharma.

Brought in & ingested
Protein-design campaignsAssay-result tablesSequence files
synova-protein
Base model, auto-selectedESM-2
Served byStelia Workspace + API
Net-new capability

Fewer design-build-test rounds to a validated variant, iterating in-house.

Outcome

Design-build-test cycles that waited on external modelling now iterate in-house, cutting rounds to a validated variant.

On-premView pipeline →#056
AI drug discovery & computational biology Tier B
Pharmind London, UK

Foundation models for de novo protein design.

Brought in & ingested
De novo design runsStructural-validation dataSequence files
pharmin-denovo
Base model, auto-selectedESM-2
Served byStelia Workspace
Net-new capability

Interactive de novo candidate generation for every researcher, ahead of overnight batch jobs.

Outcome

De novo candidate generation that ran as batch jobs now serves interactively to every researcher on the team.

On-premView pipeline →#057
AI drug discovery & computational biology Tier B
Insilix Paris, France

Universal foundation model for biology across scales.

Brought in & ingested
Multi-scale biology datasetsBenchmark tablesSequence/image files
insilix-atlas
Base model, auto-selectedESM-2
Served byAPI endpoint
Net-new capability

Cross-scale biology answered from one owned model in a single view.

Outcome

Cross-scale biological queries that meant stitching separate tools now answer from one owned model in a single view.

On-premView pipeline →#058
AI drug discovery & computational biology Tier B
Ligandra Oxford, UK

AI-driven small-molecule design and precision medicine.

Brought in & ingested
DMTA cycle dataAssay databasesMolecular structure files
ligandr-molecule
Base model, auto-selectedMolFormer
Served byStelia Workspace
Net-new capability

Whole-team compound prioritisation from the program's own DMTA memory.

Outcome

Compound prioritisation that leaned on senior chemists now serves the whole team from the program's own DMTA memory.

On-premView pipeline →#059
AI drug discovery & computational biology Tier B
Proteon Salt Lake City, USA

Map-of-biology platform combining automated wet-lab and ML at scale.

Brought in & ingested
Phenomics image screensPerturbation labelsExperiment databases
proteon-phenomap
Base model, auto-selectedDINOv3
Served byAPI endpoint
Net-new capability

Self-serve phenotype-to-mechanism searches for biologists, with no data-science support.

Outcome

Phenotype-to-mechanism searches across screens that took data-science support now run self-serve for biologists.

On-premView pipeline →#060
Materials science, batteries & energy storage Tier B
Voltaxis Cambridge, UK

Generative search engine for materials, with early carbon-capture focus.

Brought in & ingested
Candidate-material generationsProperty databasesSimulation outputs
voltaxi-materials
Base model, auto-selectedMACE
Served byAPI endpoint
Net-new capability

Candidate-materials pre-ranking against shared property memory, ahead of long compute sweeps.

Outcome

Candidate-materials screening that meant long compute sweeps now pre-ranks against the shared property memory.

On-premView pipeline →#061
Materials science, batteries & energy storage Tier B
Ionova London, UK

AlphaFold-for-materials simulation, applied to datacentre cooling.

Brought in & ingested
Quantum-simulation dataValidation tablesStructure files
ionova-sim
Base model, auto-selectedMACE
Served byStelia Workspace
Net-new capability

Faster cooling-material shortlists from prior validations.

Outcome

Cooling-material discovery that required heavy simulation per candidate now shortlists faster from prior validations.

On-premView pipeline →#062
Materials science, batteries & energy storage Tier B
Cellforge Glasgow, UK

AI molecular design coupled to a programmable robotic-synthesis platform.

Brought in & ingested
Synthesis routesRobot run logsReaction databases
cellfor-synth
Base model, auto-selectedMolecular Transformer
Served byStelia Workspace
Net-new capability

A synthesisable route proposed from the platform's own reaction memory.

Outcome

Route planning that a chemist did by hand now proposes a synthesisable path from the platform's own reaction memory.

On-premView pipeline →#063
Materials science, batteries & energy storage Tier B
Anodyne Materials Stockholm, Sweden

Battery cell design and gigafactory manufacturing.

Brought in & ingested
Cell-cycling test dataDefect logsLine telemetry
anodyne-cell
Base model, auto-selectedLlama 4 Scout
Served byAPI endpoint
Net-new capability

Yield-loss investigations resolved in one workspace across test and line data.

Outcome

Yield-loss investigations that crossed test and line data now resolve in one workspace on the factory's own memory.

On-premView pipeline →#064
Materials science, batteries & energy storage Tier B
Electra Labs Ludwigshafen, Germany

Chemical major running large-scale R&D and process operations.

Brought in & ingested
Formulation recordsProcess run-sheets (PDF)Lab databases
electra-process
Base model, auto-selectedQwen3-32B
Served byStelia Workspace
Net-new capability

Decades of formulation knowledge answerable as a single query on an owned model.

Outcome

Formulation knowledge scattered across decades of records now answers as one query on the company's own model.

On-premView pipeline →#065
Telecom, 6G & AI-RAN Tier B
Radionova Bristol, UK

Open RAN baseband SoCs for 5G small cells and radio units.

Brought in & ingested
Baseband field logsInterop test resultsSpec PDFs
radiono-baseband
Base model, auto-selectedQwen3-Coder-30B-A3B
Served byStelia Workspace
Net-new capability

Interop debugging resolved from shared deployment memory, without field trips.

Outcome

Interop debugging across vendor equipment that took field trips now resolves from the shared deployment memory.

Edge / onboardView pipeline →#066
Telecom, 6G & AI-RAN Tier B
Spectral Southampton, UK

5G physical-layer IP moving into satellite and non-terrestrial networks.

Brought in & ingested
PHY performance tracesChannel-condition dataTest logs
spectra-phy
Base model, auto-selectedLlama 4 Scout
Served byStelia Workspace
Net-new capability

Link-budget optimisation converging from prior channel memory.

Outcome

Link-budget optimisation for satellite links that took manual tuning now converges from prior channel memory.

Edge / onboardView pipeline →#067
Telecom, 6G & AI-RAN Tier B
Hexawave Cork, Ireland

srsRAN full-stack Open RAN software and AI-native RIC.

Brought in & ingested
RAN telemetryxApp logsConfig files
hexawav-ric
Base model, auto-selectedLlama 4 Scout
Served byAPI endpoint
Net-new capability

RAN parameters that adapt from the network's own live memory at the edge.

Outcome

RAN-parameter optimisation that ran as static rules now adapts from the network's own live memory at the edge.

Edge / onboardView pipeline →#068
Telecom, 6G & AI-RAN Tier B
Openair Labs Stockholm, Sweden

Mobile network infrastructure and RAN systems at global scale.

Brought in & ingested
Network-config historyIncident-ticket databaseRunbook PDFs
openair-ran
Base model, auto-selectedLlama 4 Scout
Served byStelia Workspace + API
Net-new capability

Front-line NOC staff resolving incidents from the operator's own memory, without paging specialists.

Outcome

Network-incident triage that paged specialists now serves front-line NOC staff from the operator's own memory.

On-premView pipeline →#069
Telecom, 6G & AI-RAN Tier B
Aircore Newbury, UK

Carrier running large multi-market mobile and fixed networks.

Brought in & ingested
Operational ticketsChange recordsMulti-market databases
aircore-ops
Base model, auto-selectedLlama 4 Scout
Served byStelia Workspace
Net-new capability

Cross-market operational knowledge compounding in one owned memory.

Outcome

Cross-market operational knowledge that stayed siloed by country now compounds in one governed, owned memory.

On-premView pipeline →#070
Financial markets, real-time risk & quant Tier B
Quantica San Sebastian, Spain

Quantum-inspired model compression cutting inference cost for banks.

Brought in & ingested
Risk-model filesValidation resultsConfig data
quantic-riskmodel
Base model, auto-selectedLlama 4 Scout
Served byAPI endpoint
Net-new capability

Risk-model inference running compressed on-prem, freeing capacity for more scenarios.

Outcome

Risk-model inference that strained the compute budget now runs compressed on-prem, freeing capacity for more scenarios.

On-premView pipeline →#071
Financial markets, real-time risk & quant Tier B
Riskr Prague, Czechia

Real-time financial-crime and document-fraud AI.

Brought in & ingested
Document images (PDF/scans)Transaction databasesFraud-case records
riskr-fraud
Base model, auto-selectedDINOv3
Served byAPI endpoint
Net-new capability

Real-time flagging of manipulated documents from the firm's own case memory.

Outcome

Document-fraud detection that lagged manual review now flags manipulated files in real time from the firm's own case memory.

On-premView pipeline →#072
Financial markets, real-time risk & quant Tier B
Alphacore London, UK

Decision-intelligence graph AI for risk and AML.

Brought in & ingested
Counterparty databasesEntity graphsAML case files
alphaco-graph
Base model, auto-selectedLlama 4 Scout
Served byAPI endpoint
Net-new capability

A scored AML case assembled from the bank's own graph memory in one place.

Outcome

Alert investigation that took analysts across many systems now assembles a scored case from the bank's own graph memory.

On-premView pipeline →#073
Financial markets, real-time risk & quant Tier B
Marketa Cambridge, UK

Adaptive behavioural analytics for real-time fraud and risk.

Brought in & ingested
Transaction time-seriesBehavioural profilesFraud labels
marketa-behaviour
Base model, auto-selectedSmolLM3-3B
Served byAPI endpoint
Net-new capability

Fraud models adapting continuously from confirmed cases, ahead of a slow retrain cycle.

Outcome

Fraud models that were retrained on a slow cycle now adapt continuously from the issuer's own confirmed cases.

On-premView pipeline →#074
Financial markets, real-time risk & quant Tier B
Ledgeron London, UK

Quantitative research and systematic trading.

Brought in & ingested
Research notes/notebooksSignal databasesBacktest results
ledgero-research
Base model, auto-selectedLlama 4 Scout
Served byStelia Workspace
Net-new capability

Instant recall of prior internal research that was buried in notebooks.

Outcome

Rediscovering prior internal research that was buried in notebooks now returns instantly from the firm's own memory.

On-premView pipeline →#075
Energy grid orchestration & virtual power plants Tier B
Voltgrid London, UK

Real-time VPP aggregating EV chargers, batteries and heat pumps.

Brought in & ingested
Device flexibility telemetryDispatch logsMarket data
voltgri-flex
Base model, auto-selectedChronos-2
Served byAPI endpoint
Net-new capability

Real-time flexibility forecasting that adapts from the fleet's own dispatch memory.

Outcome

Flexibility forecasting that ran on static assumptions now adapts from the fleet's own dispatch memory in real time.

Edge / onboardView pipeline →#076
Energy grid orchestration & virtual power plants Tier B
Gridara Amsterdam, Netherlands

Demand-response aggregator managing gigawatts of flexible assets.

Brought in & ingested
Asset response profilesSettlement dataTelemetry streams
gridara-response
Base model, auto-selectedChronos-2
Served byAPI endpoint
Net-new capability

Demand-response planning optimised from the portfolio's own response memory.

Outcome

Demand-response planning that leaned on operator experience now optimises from the portfolio's own response memory.

Edge / onboardView pipeline →#077
Energy grid orchestration & virtual power plants Tier B
Kilowatt Labs Vienna, Austria

AI-based automated intraday battery-storage trading.

Brought in & ingested
Intraday trade logsPrice time-seriesPosition data
kilowat-trade
Base model, auto-selectedChronos-2
Served byAPI endpoint
Net-new capability

Intraday strategy that adapts automatically from its own trade memory.

Outcome

Intraday strategy tuning that took a trader watching screens now adapts automatically from its own trade memory.

On-premView pipeline →#078
Energy grid orchestration & virtual power plants Tier B
Orchestra Energy Cologne, Germany

One of Europe's largest virtual power plants aggregating distributed assets.

Brought in & ingested
Asset dispatch historiesGrid-balancing dataTelemetry
orchest-vpp
Base model, auto-selectedChronos-2
Served byAPI endpoint
Net-new capability

Balancing-market participation adapting from the aggregate memory of the whole VPP.

Outcome

Balancing-market participation that was rule-driven now adapts from the aggregate memory of the whole VPP.

Edge / onboardView pipeline →#079
Energy grid orchestration & virtual power plants Tier B
Fluxion Dublin, Ireland

AI-driven energy optimisation across demand-side assets.

Brought in & ingested
Asset optimisation runsMarket-outcome dataSite telemetry
fluxion-optimise
Base model, auto-selectedChronos-2
Served byAPI endpoint
Net-new capability

Per-asset optimisation tailored from the network's own memory.

Outcome

Site-level optimisation that used generic profiles now tailors to each asset from the network's own memory.

Edge / onboardView pipeline →#080
Synthetic biology & biomanufacturing Tier C
Synova Bio Zurich, Switzerland

Generative protein design for synthetic-biology teams.

Brought in & ingested
DBTL cycle dataAssay resultsConstruct sequence files
synova-syn
Base model, auto-selectedESM-2
Served byStelia Workspace + API
Net-new capability

DBTL cycles that compound, each starting smarter than the last.

Outcome

Design-build-test-learn cycles that reset each round now compound, so each cycle starts smarter than the last.

On-premView pipeline →#081
Synthetic biology & biomanufacturing Tier C
Biolythe London, UK

Biodiversity foundation models for enzyme and protein discovery.

Brought in & ingested
Sequence graph (FASTA)Functional annotationsMetadata DB
biolyth-enzyme
Base model, auto-selectedESM-2
Served byStelia Workspace
Net-new capability

Enzyme discovery for any bioengineer from shared memory, with no database expertise.

Outcome

Enzyme discovery for a new pathway that took database expertise now serves any bioengineer from the shared memory.

On-premView pipeline →#082
Synthetic biology & biomanufacturing Tier C
Fermenta Lausanne, Switzerland

Automated cloud lab experimentally validating AI-generated proteins.

Brought in & ingested
Expression/binding assay resultsDesign filesLab logs
ferment-validate
Base model, auto-selectedESM-2
Served byStelia Workspace
Net-new capability

A design-to-validation loop closed in one workspace on the lab's own memory.

Outcome

The design-to-validation loop that spanned separate tools now closes in one workspace on the lab's own memory.

On-premView pipeline →#083
Synthetic biology & biomanufacturing Tier C
Cellula London, UK

ML-driven protein engineering with an automated wet-lab platform.

Brought in & ingested
Directed-evolution roundsFunctional-screen dataSequence files
cellula-evolve
Base model, auto-selectedAntiBERTy
Served byStelia Workspace
Net-new capability

Next-round proposals from the platform's own memory, beyond specialist intuition alone.

Outcome

Antibody-engineering campaigns that leaned on specialist intuition now propose next rounds from the platform's own memory.

On-premView pipeline →#084
Synthetic biology & biomanufacturing Tier C
Genesys Bio London, UK

Digital experiment platform for computational biology workflows.

Brought in & ingested
Structured experiment protocolsResult metadataInstrument logs
genesys-protocol
Base model, auto-selectedLlama 4 Scout
Served byStelia Workspace
Net-new capability

Reuse of the group's own captured methods automatically, with no reinvented protocols.

Outcome

Experiment design that reinvented protocols each time now reuses the group's own captured methods automatically.

On-premView pipeline →#085
Climate & Earth-systems modelling Tier C
Climaton Pfaffikon, Switzerland

Large AI Earth-simulation foundation model for high-resolution weather.

Brought in & ingested
Reanalysis datasetsForecast-verification dataGridded rasters
climato-forecast
Base model, auto-selectedLlama 4 Scout
Served byStelia Workspace + API
Net-new capability

High-resolution local forecasts on demand from a shared model, ahead of heavy per-region runs.

Outcome

High-resolution local forecasts that meant heavy runs per region now serve on demand from the shared model.

On-premView pipeline →#086
Climate & Earth-systems modelling Tier C
Gaialytics St. Gallen, Switzerland

Enterprise weather API and high-resolution forecasting.

Brought in & ingested
Sensor-fused nowcastsSite-verification dataWeather rasters
gaialyt-nowcast
Base model, auto-selectedLlama 4 Scout
Served byAPI endpoint
Net-new capability

Site-specific nowcasting tailored from each customer's own verification memory.

Outcome

Site-specific nowcasting that used generic models now tailors to each customer site from its own verification memory.

On-premView pipeline →#087
Climate & Earth-systems modelling Tier C
Terravista Barcelona, Spain

HPC and AI climate-risk modelling for physical-risk assessment.

Brought in & ingested
Hazard simulationsAsset-exposure databasesGeospatial layers
terravi-risk
Base model, auto-selectedLlama 4 Scout
Served byStelia Workspace
Net-new capability

Interactive scored physical-climate-risk maps, replacing bespoke HPC per portfolio.

Outcome

Physical-climate-risk assessment that took bespoke HPC per portfolio now returns a scored exposure map interactively.

On-premView pipeline →#088
Climate & Earth-systems modelling Tier C
Aerocast Boston, USA

Weather intelligence platform combining proprietary sensing and models.

Brought in & ingested
Weather-impact mappingsOperational databasesForecast data
aerocas-impact
Base model, auto-selectedLlama 4 Scout
Served byStelia Workspace
Net-new capability

Weather-to-action recommendations from the operation's own memory, with no analyst in the loop.

Outcome

Weather-to-decision translation that needed analysts now issues an action recommendation from the operation's own memory.

On-premView pipeline →#089
Climate & Earth-systems modelling Tier C
Biospherica Reading, UK

Numerical weather prediction and reanalysis centre.

Brought in & ingested
Model config filesForecaster notesDocumentation PDFs
biosphe-assist
Base model, auto-selectedLlama 4 Scout
Served byStelia Workspace
Net-new capability

Senior forecasters' configuration knowledge served to the whole centre.

Outcome

Configuration and case knowledge held by senior forecasters now serves the whole centre from its own memory.

On-premView pipeline →#090
Neurotechnology & brain-computer interfaces Tier C
Neuvia Barcelona, Spain

Graphene-based BCI with real-time neural decoding.

Brought in & ingested
Neural recordingsDecoded-intent labelsSession logs
neuvia-decode
Base model, auto-selectedEEGNet
Served byAPI endpoint
Net-new capability

Per-patient decoder calibration on-device in real time, ahead of a lab session.

Outcome

Neural-decoder calibration that took a lab session now adapts per patient on-device, in real time.

Edge / onboardView pipeline →#091
Neurotechnology & brain-computer interfaces Tier C
Cortexal Eindhoven, Netherlands

Brain-to-spine DigitalBridge for movement after paralysis.

Brought in & ingested
Stimulation-response sessionsMovement dataClinical records
cortexa-bridge
Base model, auto-selectedEEGNet
Served byAPI endpoint
Net-new capability

Stimulation tuning from each patient's own session memory, without a specialist visit.

Outcome

Stimulation-parameter tuning that needed a specialist visit now adapts from each patient's own session memory.

Edge / onboardView pipeline →#092
Neurotechnology & brain-computer interfaces Tier C
Synaptor Geneva, Switzerland

Soft, stretchable full-cortex electrode arrays.

Brought in & ingested
Cortical recordingsSignal-quality measuresSession logs
synapto-cortex
Base model, auto-selectedEEGNet
Served byAPI endpoint
Net-new capability

Live signal-quality flagging from the device's own memory, ahead of offline analysis.

Outcome

Signal-quality diagnosis that took offline analysis now flags degradation live from the device's own memory.

Edge / onboardView pipeline →#093
Neurotechnology & brain-computer interfaces Tier C
Mindweave New York, USA

Endovascular BCI enabling digital control without open-brain surgery.

Brought in & ingested
Intent-decoding sessionsControl-accuracy dataDevice logs
mindwea-intent
Base model, auto-selectedEEGNet
Served byAPI endpoint
Net-new capability

Continuous intent-decoding recalibration from the patient's own use, with no clinic visit.

Outcome

Intent-decoding recalibration that meant a clinic visit now adapts continuously from the patient's own use.

Edge / onboardView pipeline →#094
Neurotechnology & brain-computer interfaces Tier C
Axonis New York, USA

High-density cortical interface for clinical neural decoding.

Brought in & ingested
High-density recordingsDecode outcomesSession data
axonis-array
Base model, auto-selectedEEGNet
Served byAPI endpoint
Net-new capability

High-channel decode tuning that adapts from the array's own recording memory.

Outcome

High-channel decode tuning that overwhelmed manual analysis now adapts from the array's own recording memory.

Edge / onboardView pipeline →#095
Precision agriculture & food security Tier C
Agrona Yverdon-les-Bains, Switzerland

AI plant-by-plant precision spraying cutting chemical use.

Brought in & ingested
In-field plant imageryTreatment-outcome logsGPS/map data
agrona-spray
Base model, auto-selectedDINOv3
Served byAPI endpoint
Net-new capability

On-machine adaptation to new crops from shared field memory, with no retraining pass.

Outcome

Weed recognition for a new crop that needed a retraining pass now adapts on-machine from the shared field memory.

Edge / onboardView pipeline →#096
Precision agriculture & food security Tier C
Fieldsense Freiburg, Germany

Thermal-infrared satellite constellation for plot-level crop monitoring.

Brought in & ingested
Thermal satellite rastersYield-outcome dataGeospatial layers
fieldse-thermal
Base model, auto-selectedDINOv3
Served byAPI endpoint
Net-new capability

A plot-level crop-stress map each pass from shared memory, ahead of waiting on ground truth.

Outcome

Crop-stress detection that waited on ground truth now returns a plot-level map each pass from the shared memory.

OrbitView pipeline →#097
Precision agriculture & food security Tier C
Terravita Lugano, Switzerland

Geospatial-AI farm management platform.

Brought in & ingested
Agronomic recordsIntervention logsField/sensor data
terravi-advise
Base model, auto-selectedLlama 4 Scout
Served byStelia Workspace
Net-new capability

Farm-specific agronomic advice tailored from each farm's own recorded outcomes.

Outcome

Agronomic advice that used generic models now tailors to each farm from its own recorded outcomes.

On-premView pipeline →#098
Precision agriculture & food security Tier C
Harvestra Toulouse, France

Autonomous agricultural robots for weeding and field work.

Brought in & ingested
Robot field logsNavigation dataCamera streams
harvest-field
Base model, auto-selectedOpenVLA
Served byAPI endpoint
Net-new capability

Row-navigation issues resolved from the fleet's own memory, ahead of a service call.

Outcome

Row-navigation errors in new field conditions now resolve from the fleet's own memory rather than a service call.

Edge / onboardView pipeline →#099
Precision agriculture & food security Tier C
Agriva Moline, USA

Agricultural machinery and precision-farming technology at scale.

Brought in & ingested
Machine telemetryAgronomic-outcome recordsSensor data
agriva-agronomy
Base model, auto-selectedOpenVLA
Served byAPI endpoint
Net-new capability

Machine-and-agronomy troubleshooting answered at the dealer from the fleet's own memory.

Outcome

Machine-and-agronomy troubleshooting that routed to specialists now answers at the dealer from the fleet's own memory.

Edge / onboardView pipeline →#100
Sports clubs & athletic performance Tier C
Peakform Tel Aviv, Israel

AI injury-risk prediction from athlete workload and biometric data.

Brought in & ingested
GPS training-load logsBiometric / wearable streamsInjury & availability recordsSession RPE
peakfor-load
Base model, auto-selectedChronos-2
Served byAPI endpoint
Net-new capability

A federated injury-risk model trained across clubs where no club exposes its raw athlete data, in place of shipping records to a vendor.

Outcome

Injury-risk review that meant exporting sensitive athlete data to a vendor now runs federated, so nothing leaves the club.

FederatedView pipeline →#101
Sports clubs & athletic performance Tier C
Athleon Montreal, Canada

Computer-vision event and action detection from broadcast and tracking video.

Brought in & ingested
Broadcast match videoTracking sequencesEvent / action labelsOpponent scouting notes
athleon-vision
Base model, auto-selectedDINOv3
Served byStelia Workspace
Net-new capability

An owned match-analysis model that finds tendencies across seasons of the club's own footage, where before tagging was manual and per match.

Outcome

Opponent breakdowns that took an analyst days of manual tagging now assemble in an afternoon from the club's own model.

On-premView pipeline →#102
Sports clubs & athletic performance Tier C
Kinetiq Dublin, Ireland

Athlete availability and performance intelligence across training and medical records.

Brought in & ingested
Training recordsGPS / wearable dataMedical & rehab recordsAvailability logs
kinetiq-avail
Base model, auto-selectedQwen3-32B
Served byStelia Workspace
Net-new capability

A single availability-and-load model over previously siloed medical and performance systems, in place of reconciling records by hand.

Outcome

Availability calls that meant stitching medical and GPS records by hand now answer from one owned model in a single view.

On-premView pipeline →#103
Sports clubs & athletic performance Tier C
Sportics Enschede, Netherlands

Recruitment and scouting intelligence from player tracking and match video.

Brought in & ingested
Positional tracking dataMatch videoPlayer metricsScouting outcomes
sportic-scout
Base model, auto-selectedQwen3-VL-8B
Served byStelia Workspace
Net-new capability

An in-house scouting model that compares players by style on the club's own data, in place of paying per query to an external platform.

Outcome

Shortlisting that meant querying an external platform per player now runs in-house against the club's own scouting model.

On-premView pipeline →#104
Sports clubs & athletic performance Tier C
Vantage Athletics Los Angeles, USA

Optical player and ball tracking with tactical pattern recognition.

Brought in & ingested
Optical tracking sequencesFormation labelsSet-piece annotationsCoach tactical notes
vantage-track
Base model, auto-selectedSAM 3
Served byStelia Workspace
Net-new capability

A club-owned tactical model over optical tracking, where tactical breakdowns previously depended on an external provider.

Outcome

Tactical breakdowns that relied on an external tracking provider now run on the club's own model, inside its boundary.

On-premView pipeline →#105
Legal services & law firms Tier B
Corvath Legal London, UK

Firm-wide AI over privileged matters, precedent and negotiated positions.

Brought in & ingested
Matter PDFsPrecedent DOCXNegotiation logsKnow-how databases
corvath-precedent
Base model, auto-selectedQwen3-235B-A22B
Served byStelia Workspace
Net-new capability

A firm-wide model that drafts and checks against the firm's own precedent, where each lawyer once searched siloed archives alone.

Outcome

First drafts of complex agreements turn around in hours rather than days, entirely under privilege.

On-premView pipeline →#106
Legal services & law firms Tier B
Merriden London, UK

AI-accelerated due diligence across vast transaction data rooms.

Brought in & ingested
Data-room PDFsContract setsIssue listsCorporate records
merride-diligence
Base model, auto-selectedLlama 4 Scout
Served byStelia Workspace
Net-new capability

A model that reads an entire data room and drafts the issues list, where review was previously line-by-line by hand.

Outcome

Data-room review that took teams of associates weeks now yields a first issues list in a day.

On-premView pipeline →#107
Legal services & law firms Tier B
Halbrook London, UK

High-volume contract review and obligation extraction across a global practice.

Brought in & ingested
Contract PDFsPlaybook DOCXRedline historyClause libraries
halbroo-contracts
Base model, auto-selectedMistral Large 3
Served byStelia Workspace + API
Net-new capability

A model that reviews contracts against the firm playbook at portfolio scale, holding one standard across every office.

Outcome

Portfolio contract reviews that took weeks per client now complete in days against one consistent standard.

On-premView pipeline →#108
Legal services & law firms Tier B
Lexforce Partners New York, USA

AI over litigation records and discovery for faster, defensible review.

Brought in & ingested
Discovery documentsEmail archivesPrivilege logsDeposition transcripts
lexforc-discovery
Base model, auto-selectedQwen3-235B-A22B
Served byStelia Workspace
Net-new capability

A model that builds the case chronology and flags privilege across millions of records, where teams once reviewed each document by hand.

Outcome

Document review and chronology building across millions of records compresses from months to weeks.

On-premView pipeline →#109
Legal services & law firms Tier B
Advoca London, UK

Regulatory horizon-scanning and advice grounded in the firm's own guidance.

Brought in & ingested
Regulatory textsFirm memosClient adviceJurisdiction guides
advoca-regulatory
Base model, auto-selectedMistral Large 3
Served byStelia Workspace
Net-new capability

A model that drafts regulatory advice from the firm's own guidance across jurisdictions, replacing manual cross-referencing.

Outcome

Cross-border regulatory advice that meant manual cross-referencing now drafts in hours with sources.

On-premView pipeline →#110
Insurance & financial services Tier B
Assuria Munich, Germany

AI across claims files to speed fair, consistent claims handling.

Brought in & ingested
Claims PDFsAdjuster notesPolicy documentsSettlement records
assuria-claims
Base model, auto-selectedMistral Small 4
Served byStelia Workspace
Net-new capability

A model that triages claims against the insurer's own precedent, replacing case-by-case judgement that varied adjuster to adjuster.

Outcome

First-line claims triage that varied adjuster to adjuster now follows one consistent, auditable standard.

On-premView pipeline →#111
Insurance & financial services Tier B
Vantance Paris, France

Underwriting support grounded in the insurer's own risk appetite and history.

Brought in & ingested
Submission documentsUnderwriting guidelinesLoss-history tablesActuarial notes
vantanc-underwrite
Base model, auto-selectedMistral Large 3
Served byStelia Workspace + API
Net-new capability

A model that gives a first underwriting view aligned to the book's own appetite, where each underwriter previously worked from memory and manuals.

Outcome

Complex submissions get a first underwriting view in minutes, consistent with the book's own appetite.

Sovereign regionView pipeline →#112
Insurance & financial services Tier B
Fidelio Mutual London, UK

AI over policy and servicing records for faster, accurate customer answers.

Brought in & ingested
Policy wordingsServicing historiesComplaint recordsProduct guides
fidelio-servicing
Base model, auto-selectedLlama 4 Scout
Served byStelia Workspace
Net-new capability

A model that answers servicing queries from the insurer's own policy wording, replacing manual lookups across disconnected systems.

Outcome

Customer query handling that meant hunting across systems now resolves same-call with the right answer.

On-premView pipeline →#113
Insurance & financial services Tier B
Provima Zurich, Switzerland

AI over risk-engineering reports for consistent commercial risk assessment.

Brought in & ingested
Survey reportsLoss-prevention notesSite photosEngineering standards
provima-riskeng
Base model, auto-selectedQwen3-32B
Served byStelia Workspace
Net-new capability

A model that drafts risk-engineering assessments from the insurer's survey history, where each engineer wrote from scratch.

Outcome

Risk-engineering write-ups that took days per site now draft in hours from the firm's own survey history.

On-premView pipeline →#114
Insurance & financial services Tier B
Sentinel Assurance London, UK

AI over regulatory and actuarial documentation for faster, consistent reporting.

Brought in & ingested
Regulatory returnsActuarial memosPrior filingsMethodology docs
sentine-reporting
Base model, auto-selectedGranite 4.0 H-Small
Served byStelia Workspace
Net-new capability

A model that drafts regulatory reporting narratives from prior filings and methodology, replacing manual assembly each cycle.

Outcome

Regulatory reporting cycles that consumed weeks of manual assembly now draft consistently against prior filings.

On-premView pipeline →#115
Media, entertainment & publishing Tier C
Lumira Media London, UK

AI over the content catalogue and rights for search, packaging and compliance.

Brought in & ingested
Catalogue metadataRights contractsCompliance logsSubtitle files
lumira-catalogue
Base model, auto-selectedLlama 4 Maverick
Served byStelia Workspace
Net-new capability

A model that reasons over rights and catalogue together, so packaging and clearance happen in one place instead of across many systems.

Outcome

Content packaging and rights checks that meant chasing many systems now resolve in one governed workspace.

On-premView pipeline →#116
Media, entertainment & publishing Tier C
Broadcastr London, UK

AI over contracts and royalty data for faster rights answers.

Brought in & ingested
Artist contractsRoyalty statementsSplits tablesLicensing terms
broadca-rights
Base model, auto-selectedQwen3-32B
Served byStelia Workspace
Net-new capability

A model that answers rights and royalty questions from the catalogue's own contracts, replacing manual contract reading.

Outcome

Rights and royalty queries that meant manual contract reading now return sourced answers in minutes.

On-premView pipeline →#117
Media, entertainment & publishing Tier C
Vantone Studios Berlin, Germany

AI over the newsroom archive for research, verification and reuse.

Brought in & ingested
Article archivesSource notesWire feedsEdit history
vantone-archive
Base model, auto-selectedMistral Small 4
Served byStelia Workspace
Net-new capability

A model grounded in the newsroom's own archive, so background and verification surface in seconds rather than a manual trawl.

Outcome

Background research that meant trawling the archive now surfaces sourced context in seconds.

On-premView pipeline →#118
Media, entertainment & publishing Tier C
Playfield London, UK

AI over audience and scheduling data to inform commissioning and planning.

Brought in & ingested
Viewing dataScheduling logsCampaign resultsProgramme metadata
playfie-audience
Base model, auto-selectedQwen3-32B
Served byStelia Workspace
Net-new capability

A model over the broadcaster's own audience history, turning scheduling analysis from a multi-day exercise into an afternoon.

Outcome

Scheduling analysis that took analysts days now returns grounded options in an afternoon.

On-premView pipeline →#119
Media, entertainment & publishing Tier C
Novamark Press London, UK

AI over manuscripts, rights and catalogue for editorial and rights operations.

Brought in & ingested
ManuscriptsRights contractsCatalogue metadataStyle guides
novamar-catalogue
Base model, auto-selectedLlama 4 Scout
Served byStelia Workspace
Net-new capability

A model over the publisher's own catalogue and rights, so checks run to one house standard instead of manual lookups.

Outcome

Rights and metadata checks that meant manual lookups now run consistently against house standards.

On-premView pipeline →#120
Banking (retail & commercial) Tier B
Sterling Union Bank London, UK

AI over transactions and KYC to sharpen financial-crime detection.

Brought in & ingested
Transaction dataKYC recordsAlert historiesSAR narratives
sterlin-fincrime
Base model, auto-selectedLlama 4 Scout
Served byStelia Workspace
Net-new capability

A model over the bank's own case history that drafts SAR narratives and surfaces typologies, where triage was analyst-days per case.

Outcome

Alert triage that consumed analyst-days per case now surfaces the likely typology and a drafted narrative in minutes.

On-premView pipeline →#121
Banking (retail & commercial) Tier B
Aldergate London, UK

AI over credit files and market data for faster, consistent credit assessment.

Brought in & ingested
Financial statementsCredit memosCovenant termsDecision logs
alderga-credit
Base model, auto-selectedQwen3-235B-A22B
Served byStelia Workspace
Net-new capability

A model that drafts credit memos from the bank's own precedent and the borrower's financials, compressing days of analyst work into hours.

Outcome

Credit memo preparation that took analysts days now drafts in hours against the bank's own precedent.

On-premView pipeline →#122
Banking (retail & commercial) Tier B
Northcrest Bank Madrid, Spain

AI over product and servicing records for accurate customer answers in-region.

Brought in & ingested
Product termsServicing historiesComplaint recordsRegulatory notices
northcr-servicing
Base model, auto-selectedMistral Small 4
Served byStelia Workspace
Net-new capability

A model over the bank's own product terms, so servicing answers are right and sourced in one contact, kept in-region.

Outcome

Customer query handling across products now resolves same-contact with the right, sourced answer.

Sovereign regionView pipeline →#123
Banking (retail & commercial) Tier B
Vellum Financial London, UK

AI over complaints and conduct records for fair, consistent resolution.

Brought in & ingested
Complaint filesConduct policiesRoot-cause notesRemediation logs
vellum-conduct
Base model, auto-selectedGranite 4.0 H-Small
Served byStelia Workspace
Net-new capability

A model over the bank's own conduct precedent, so complaint outcomes follow one fair, auditable standard instead of varying by handler.

Outcome

Complaint handling that varied by handler now follows one fair, auditable standard with faster resolution.

On-premView pipeline →#124
Banking (retail & commercial) Tier B
Harborline Frankfurt, Germany

AI over regulatory obligations and controls for faster, grounded assurance.

Brought in & ingested
Regulatory textsControl descriptionsAudit findingsPolicy documents
harborl-controls
Base model, auto-selectedMistral Large 3
Served byStelia Workspace
Net-new capability

A model that maps regulatory obligations to the bank's own controls and flags gaps, replacing manual cross-referencing.

Outcome

Obligation-to-control mapping that meant manual cross-referencing now drafts with evidence in hours.

On-premView pipeline →#125
Investment & asset management Tier B
Kestrel Capital New York, USA

AI over research and holdings to ground investment views in the firm's own record.

Brought in & ingested
Research notesIC memosHoldings dataMarket commentary
kestrel-research
Base model, auto-selectedQwen3-235B-A22B
Served byStelia Workspace
Net-new capability

A model grounded in the firm's own research and prior calls, turning IC preparation from a manual assembly job into hours.

Outcome

Investment-committee prep that meant assembling scattered research now drafts from the firm's own record in hours.

On-premView pipeline →#126
Investment & asset management Tier B
Ardent Asset London, UK

AI over portfolio and commentary data for faster, consistent client reporting.

Brought in & ingested
Portfolio dataPrior commentaryHouse-view notesMandate terms
ardent-reporting
Base model, auto-selectedLlama 4 Scout
Served byStelia Workspace
Net-new capability

A model that drafts client reporting from portfolio data and the house view, replacing weeks of manual assembly each quarter.

Outcome

Quarterly client reporting that consumed teams for weeks now drafts consistently against the house view.

On-premView pipeline →#127
Investment & asset management Tier B
Thornfield London, UK

AI over research and signals to accelerate quant research workflows.

Brought in & ingested
Research logsBacktest notesSignal descriptionsCode notebooks
thornfi-quant
Base model, auto-selectedQwen3-Coder-30B-A3B
Served byStelia Workspace + API
Net-new capability

A model over the firm's own research record, so prior work is instantly rediscoverable instead of repeated.

Outcome

Rediscovery of prior research that slowed new work now surfaces instantly from the firm's own record.

On-premView pipeline →#128
Investment & asset management Tier B
Blackmoor Capital London, UK

AI over company and stewardship records to ground engagement and voting.

Brought in & ingested
Engagement notesVoting recordsCompany researchESG data
blackmo-stewardship
Base model, auto-selectedLlama 4 Scout
Served byStelia Workspace
Net-new capability

A model grounded in the firm's own stewardship history, so engagement and voting rationales draft in minutes rather than manual research.

Outcome

Engagement and voting preparation that meant manual research now drafts from the firm's own history in minutes.

On-premView pipeline →#129
Investment & asset management Tier B
Vantpoint Investors London, UK

AI over mandates and guidelines for consistent, compliant portfolio operations.

Brought in & ingested
Mandate guidelinesRestriction listsInterpretation notesCompliance logs
vantpoi-mandates
Base model, auto-selectedGranite 4.0 H-Small
Served byStelia Workspace
Net-new capability

A model over the firm's own mandate guidelines, so compliance checks run to one shared standard instead of manual interpretation.

Outcome

Mandate and guideline checks that meant manual interpretation now run consistently against one shared standard.

On-premView pipeline →#130
No outcomes match those filters.

Method. Every company shown here is fictional and illustrative, invented for this catalogue, and any resemblance to a real business is coincidental. Each card shows the same mechanism: point Crucible at a company's own data, forge an Ingot, hold it in Continuum as one shared memory and deliver it through Stelia Workspace, entirely inside the company's boundary.