Industries

Fifteen world models.
Different rooms.

Each industry needs its own ontology, action space, and constraints. We compile yours.

Across regulated, long-horizon institutions
TIER-1 BANK
SOVEREIGN WEALTH FUND
EUROPEAN INSURER
PUBLIC ASSET STEWARD
NATIONAL UTILITY
MINISTRY OF FINANCE
GLOBAL REINSURER
REAL ESTATE GROUP
TELECOM OPERATOR
HEALTHCARE NETWORK
TIER-1 BANK
SOVEREIGN WEALTH FUND
EUROPEAN INSURER
PUBLIC ASSET STEWARD
NATIONAL UTILITY
MINISTRY OF FINANCE
GLOBAL REINSURER
REAL ESTATE GROUP
TELECOM OPERATOR
HEALTHCARE NETWORK
TIER-1 BANK
SOVEREIGN WEALTH FUND
EUROPEAN INSURER
PUBLIC ASSET STEWARD
NATIONAL UTILITY
MINISTRY OF FINANCE
GLOBAL REINSURER
REAL ESTATE GROUP
TELECOM OPERATOR
HEALTHCARE NETWORK
TIER-1 BANK
SOVEREIGN WEALTH FUND
EUROPEAN INSURER
PUBLIC ASSET STEWARD
NATIONAL UTILITY
MINISTRY OF FINANCE
GLOBAL REINSURER
REAL ESTATE GROUP
TELECOM OPERATOR
HEALTHCARE NETWORK
Same factory, different rooms
15
Industry world models in the factory
13
Substrate components per model
9
Steps in the learning loop
Real questions, rehearsed

From question to decision.

Shapes of decisions our world models have rehearsed. Each tile is a question the model is built to answer and the outcome trail it returns. Drag the row to scroll.

Scenario · 01Banking

“If we tighten credit policy by 12 points, how many SMEs lose access, and which of them are misclassified?”

Outcome trail

384,000 cohorts modelled. 1,924 policy variants compared.

BankingCredit policyCounter-factual
Scenario · 02Banking

“If a tier-1 customer defaults, which exposures cascade, and what does our capital position look like in 6 weeks?”

Outcome trail

Counterparty graph. Stress propagation. Capital reserve trace.

BankingCounterpartyStress
Scenario · 03Healthcare

“If we shift surgical capacity from elective to emergency for six weeks, what happens to morbidity in the deferred cohort?”

Outcome trail

Twelve-week projection. Ethics framework documented.

HealthcareCapacityEthics-aware
Scenario · 04Healthcare

“If we expand a screening protocol to a younger cohort, what is the population-level mortality benefit versus the over-diagnosis cost?”

Outcome trail

Population scale. 25-year horizon. Equity decomposed.

HealthcarePopulationEquity
Scenario · 05Public Sector

“If we redirect this twelve-year regional investment programme to renewable infrastructure, what is the income distribution in 2046?”

Outcome trail

Forty-year horizon. Parliamentary audit ready.

Public sector40yr horizonAudit
Scenario · 06Public Sector

“If we phase out fossil-fuel subsidies over six years, which regions need active labour-market support, and when?”

Outcome trail

Regional unemployment. Transition path. Fiscal impact.

Public sectorTransitionRegional
Scenario · 07Sovereign Wealth

“If we rotate a sleeve of the portfolio out of fossil fuels and into infrastructure resilience, what is the multi-decade outcome distribution?”

Outcome trail

Multi-decade projection. Risk decomposition. Currency-regime aware.

SovereignMulti-decadeRisk-aware
Scenario · 08Energy

“If a major transmission node fails during peak winter demand, which substations carry, and what is the residual load shed?”

Outcome trail

Grid topology. Cascade simulation. Resilience trace.

EnergyGridResilience
Scenario · 09Insurance

“If a reinsurance counterparty exits the market, what is the cost of rotating exposure, and over what time?”

Outcome trail

Counterparty churn. Rotation cost. Time-to-cover.

InsuranceReinsuranceCounterparty
Scenario · 10Maritime

“If we order a dual-fuel fleet instead of LNG, how does the order book hold up across three decarbonisation regimes and a methanol-price shock?”

Outcome trail

25-year fleet life. CII / FuelEU trajectory. Stranded-asset risk decomposed.

MaritimeFleet renewalDecarbonisation
Scenario · 11Maritime

“If the canal closes for six weeks in peak season, which charters protect margin and which break it?”

Outcome trail

Voyage economics. Charter rotation. Per-leg provenance.

MaritimeRoutingDisruption
Scenario · 12Defense

“If we shift 18% of capability spend from manned platforms to autonomous systems, how does readiness evolve across three threat regimes?”

Outcome trail

Capability portfolio. Readiness lattice. Doctrine compatibility.

DefenseForce structure40yr horizon
Scenario · 13Defense

“If a tier-1 sub-supplier exits the country, which programmes lose readiness, and over what time?”

Outcome trail

Industrial-base graph. Readiness trace. Sovereign-capability gap.

DefenseIndustrial baseSustainment
Scenario · 14Space

“If we add a 312-satellite Ka-band shell, how does collision-avoidance budget evolve, and which orbits become economically unviable?”

Outcome trail

Conjunction simulation. Δv budget. ITU defensibility.

SpaceConstellationDebris
Scenario · 15Space

“If a primary launch provider slips by 9 months, what does the manifest look like, and which missions become non-viable?”

Outcome trail

Launch cadence. Payload-slip cascade. Mission triage.

SpaceLaunchManifest
Scenario · 16Robotics

“If we expand the autonomy envelope to night operations, what happens to incident rates, insurance and workforce reallocation?”

Outcome trail

ODD expansion. Safety case. Workforce-impact projection.

RoboticsAutonomySafety case
Scenario · 17Robotics

“If the deployed fleet doubles in 18 months, where do utilisation, maintenance and unit economics break first?”

Outcome trail

Capital lattice. Downtime curve. Failure-mode decomposition.

RoboticsFleet economicsScale
Scenario · 18Physical AI

“If we deploy the learned policy with on-line adaptation, where does sim-to-real transfer hold, and where does it silently degrade?”

Outcome trail

Transfer-gap map. Abstention surface. Ledgered policy updates.

Physical AISim-to-realCalibrated abstention
Scenario · 19Physical AI

“When humans, deterministic controllers and learned policies share the loop, which actions get attributed to which controller, and what does liability look like?”

Outcome trail

Hybrid-control attribution. Audit trail. Liability surface.

Physical AIHybrid controlAudit

Your industry not listed? The factory still applies.