All world models
World model · 01
Banking

The decision that keeps CFOs awake.

A change in credit policy is rarely just a change in credit policy. It ripples through customer segments, regulatory exposure, default rates, capital reserves, and the reputation you have spent decades building. Get it wrong, and you discover the consequences over years. Not weeks.

World model · Banking

Helios Brain for Banking.

You are not testing in production. You are not running pilots that take six months. You are not relying on systems that cannot explain their reasoning. You rehearse the decision in a model of your bank, see the consequences across customer segments, and walk into the credit committee with the full picture. When the regulator asks how the decision was made, you have the answer. With citations.

All world models
What this world model rehearses

7 decisions, tested before they are made.

01

Credit policy changes

Run the proposed change against your real customer portfolio before you announce it. See which segments are affected. Project default rates under multiple economic scenarios. Identify the customers who will be unfairly impacted before they become a regulatory case.

02

Lending decisions at scale

Test pricing strategies, eligibility criteria, and risk appetites against your actual borrower base. Compare a dozen variations. See which protects margin without breaking compliance.

03

Portfolio rebalancing under stress

Run your portfolio through historical and synthetic crises. See where the exposure concentrates. Find the rebalance that holds up across the scenarios you care about.

04

Regulatory submission preparation

Before submitting to the regulator, see how your decision will read. Identify the questions you will be asked. Have the answers ready.

05

Branch network rationalization

When closing branches or expanding to new geographies, see the downstream impact on customer retention, deposit flows, and community standing. Avoid the decisions that look efficient in spreadsheets but cost trust over decades.

06

Mergers and acquisitions due diligence

Test combined portfolios under stress before announcing the deal. Identify the regulatory friction points. See where customer overlap creates concentration risk that integration will not solve.

07

Anti-money-laundering policy calibration

Adjust thresholds and rules without losing nights to false positives or missing real risks. See exactly which customers would have been flagged under any proposed policy, and what the regulatory exposure looks like.

Hands on · who runs this loop

Three desks, one substrate.

CFO
01

Knows the cost of a policy before it ships.

Forward views of capital, RWA, and net-interest-margin under every variant. No quarter-end surprises.

Outcome
Credit-policy review cut from 6 weeks to 6 hours.
CRO
02

Sees the segment that breaks before they break.

Default cohorts, concentration drift and reg friction surfaced under each scenario.

Outcome
Adverse-action exposure identified pre-launch.
Head of Compliance
03

Walks into the meeting with the answer.

Every recommendation cites the policy, model, and evidence it stands on.

Outcome
100% audit trail in front of the regulator.
Compliance context

Built for the regulations that govern your sector.

01EU AI Act compliance for high-risk credit decisioning systems
02GDPR Article 22 right to explanation for automated lending decisions
03DORA operational resilience testing for critical decision systems
04Basel III capital adequacy stress testing with auditable provenance
From the banking room

We rehearse the policy change in their model first, then walk into the credit committee with the full picture. The questions get answered before they are asked.

Chief Risk Officer·European Tier-1 Bank