51% fewer
Missed high-impact failures without increasing human review.
VERIFIED TRANSITION WORLD MODEL
Most AI predicts what to say. VTWM predicts what happens next.
A normal agent can generate a plausible action. VTWM predicts what that action is likely to change across systems, policies, owners and delayed outcomes. It is the intelligence layer making SupraOS agents more accurate, more autonomous and more valuable with every run.
LLMs predict the next token. VTWM predicts the next company state.
PREDICT THE CONSEQUENCE BEFORE ACTION
Before action: current state → proposed move → likely next state.
Current
Sources, owners, policy, active work and risk
→
Proposed
Action, parameters, owner and authority
→
Predicted
System changes, side effects and delayed consequences
EVIDENCE BASE
61,000
Company-state transitions
91,600
Evaluated requests
6,000
Unseen test cases
96.5%
Precision across reviewed high-impact actions
61,000 transitions built the evidence base. 91,600 requests were evaluated. Model results come from 6,000 previously unseen cases.
MORE RISK CAUGHT WITH THE SAME REVIEW TEAM
On 6,000 unseen cases, VTWM cut missed high-impact failures from 23.2 to 11.4 per 1,000.
11.4 per 1,000
Missed high-impact failures, down from 23.2.
VTWM IS ALREADY MAKING THE PRODUCT SHARPER
More of what SupraOS finds becomes work worth doing.
VTWM raised customer acceptance from 142 of 219 surfaced findings (64.8%) to 509 of 738 (69%) in two months. It is driving toward an 80% operating standard: four out of five surfaced findings worth acting on while the agents work continuously in the background.
64.8%
Earlier acceptance
→
69%
Two months later
→
80% operating standard
Four out of five worth acting on
COMPOUNDING SYSTEM
Every run makes the next decision sharper.
Every checked result sharpens the customer-specific Company Twin immediately. SupraOS compares prediction with reality, reranks the next opportunity and owner, and turns verified transitions into better consequence forecasts and stronger agent decisions. Each run starts with a more accurate model of the company than the run before.
Company Twin
Maintains current sources, owners, policy, work, actions and outcomes.
Specialist agents
Find, build, approve, execute, verify and carry the result to value.
VTWM before action
Predicts state changes, hidden effects, policy risk and delayed consequences.
Verification Control + Receipt Service
Checks the actual destination state and preserves the observed transition.
VTWM after verification
Turns verified transitions into sharper consequence predictions and agent decisions.
Orchestrator + Strategy Agent
Re-ranks the next opportunity, evidence request, owner and action.
The agents improve. The Company Twin compounds. The customer gets stronger.
Results from 6,000 previously unseen test cases.