INTERVENTIONAL (ILLUSTRATIVE)
IF we raise prices 6% in EMEA, what happens to volume, share, and margin — in what order, over what horizon?
WOMO LABS · THE MODEL
WOMO: the enterprise world model.
WOMO-1 · DESIGN PARTNERSHIPS OPENING IN PRIVATE MARKETS
WOMO is a continuously learning causal model of your world and your enterprise in one representation. The world: the entities, relationships, policies and prices that move your market. The enterprise: your operating levers, constraints and actual state. Between them, the thing nothing else holds: the causal path from what happens out there to what it does in here.
Where sequence models retrieve and summarize, WOMO simulates.
Interventions and counterfactuals are computed on the graph itself, grounded in what is actually true of your world today.
LEARN THE CONCEPT: WHAT IS AN ENTERPRISE WORLD MODEL? ↗WHAT WOMO ANSWERS
COUNTERFACTUAL (ILLUSTRATIVE)
HAD we dual-sourced that component last year, what would our exposure be today?
DRIVERS (ILLUSTRATIVE)
WHICH three upstream variables actually move our Q4 cash position, and by how much?
THE PATH · THE ORDER · THE ODDS — EVERY ANSWER TRACEABLE TO EDGES ON THE GRAPH.
ARCHITECTURE
- 01
INGESTION
Market signals, filings, prices, and your internal state.
- 02
ENTITY CANONICALIZATION
194K+ entities resolved into one representation.
- 03
CAUSAL GRAPH
119K+ validated causal edges, continuously grounded.
- 04
SIMULATION
Interventions and counterfactuals via Pearl's do-calculus.
- 05
GOVERNED ACTION LAYER
Thresholds, boundaries, and escalation owned by you.
THE NUMBERS
119K+CAUSAL EDGES
194K+CANONICAL ENTITIES
≈ 0%BACKWARD TRANSFER
< 150 MSINTERVENTIONAL QUERY
4,100HELD-OUT NATURAL EXPERIMENTS (CALIBRATION)
LEARNING
THE MODEL DOES NOT GET WORSE AT WHAT IT ALREADY KNEW.
Continual learning, not continual retraining: WOMO updates its beliefs in place as the world changes, without full retrains and without drifting from ground truth. Because it learns continually rather than retraining from scratch, compute footprint stays flat as the model compounds.
BACKWARD TRANSFER
≈ 0%
WHAT WOMO IS NOT
NOT A CHATBOTNOT A COPILOTNOT RETRIEVAL
WOMO is a model of your world that runs forward. Language is the interface; the graph is the product.
SOVEREIGN BY ARCHITECTURE
WOMO runs entirely inside your virtual private cloud: no call home, no shared tenancy, no data egress by construction. Learning runs inside the perimeter too: the model updates in place on your state, and nothing crosses the line — not data, not model updates. Deployable in-region and air-gapped where required.
GOVERNED AUTONOMY
- THRESHOLDS SET BY YOU
- ACTION BOUNDARIES SET BY YOU
- ESCALATION PATHS SET BY YOU
- COMPLETE AUDIT TRAIL
YOUR PERIMETER
MODEL
DATA
LEARNING
INFERENCE
NO EGRESS ACROSS THIS LINE
WOMO is built on five foundational papers: world models, continual learning, causal inference, grounded simulation, and black-swan intelligence.
THE RESEARCH →