Large engineering teams, strict controls, and a growing AI coding bill.
Banks and insurers run some of the biggest engineering organizations in the world, and AI coding tools now sit across all of them. We cut what those tools cost without loosening the controls your risk and security teams depend on.
The challenge
What makes banks, insurers, and fintech different.
01
Source code can't leave
Many codebases may not be sent to external APIs. Routine jobs can run on self-hosted worker models inside your network.
02
Every change must be traceable
Model risk and audit teams want to know how code was produced. Every routed change is logged with the model behind it.
03
Legacy estates are token-heavy
Large, old codebases make agents read a lot before they write anything, which is exactly the work routing makes cheap.
Where the tokens go
Work we route to cheap models.
- Reading large legacy codebases
- Repo-wide search and impact analysis
- Test and fixture generation
- Boilerplate for services and APIs
- Migration and upgrade scaffolding
- Documentation from existing code
Tools we route
Routing runs inside your environment — your cloud account, your data center, or an isolated network.
- Self-hosted worker models for code that must stay on your network
- A log of which model produced every routed change
- Access controls through your identity provider
- Documentation your model-risk and audit teams can review
Recommended path
How engagements typically unfold.
Start where the value is clearest. Most clients begin with a spend audit, then route one team before rolling out.
Step 1
AI Coding Spend Audit
Measure where AI coding spend goes across teams before changing anything.
Learn moreStep 2
Agent Token Routing
Route reads and boilerplate to worker models, self-hosted where required.
Learn moreStep 3
Quality Verification
Prove routed output meets your standards before wide rollout.
Learn more
Start the conversation
Stop paying frontier prices for routine work.
Tell us which coding tools your engineers use and roughly what you spend. We'll show you where the tokens go and what routing would change.
We respond within 1 business day. Mutual NDA available before any data discussion.