What we do·AI & Data·Generative AI
Generative AI Systems.
Copilots you can show a regulator.
We build generative AI that survives contact with compliance. Retrieval-grounded, citation-carrying, human-in-the-loop systems like Koda's claims copilot, used by 4,000+ insurance adjusters, and the eval-gated AI inside Ezra's FDA-cleared screening product. If the answer isn't in the source documents, our systems say so. On purpose.
How we approach it
End-to-end delivery of RAG copilots, agents, and generative features, starting with use-case triage (two of Koda's six candidate features didn't need an LLM at all) and a gold-set eval harness built before the model is chosen.
End-to-end delivery of RAG copilots, agents, and generative features, starting with use-case triage (two of Koda's six candidate features didn't need an LLM at all) and a gold-set eval harness built before the model is chosen. Every output grounded, every claim cited, every inference dollar modelled before launch.
- Use-case triage first. The features that don't need an LLM ship as cheap, hallucination-proof software
- Gold-set eval harness before model selection; the model is whatever passes it
- Retrieval-grounded outputs with citations back to source pages
- Human-in-the-loop workflows where the stakes require a human
- Inference-cost modelling before the prototype, not after the invoice
- Audit trails fit for regulators. Every output logged with its retrieval set and approver
Proof
We've shipped this before.
FAQ
Before you ask.
Which model do you use?
How do you stop hallucinations?
We're regulated. Is this even possible for us?
How we approach it
End-to-end delivery of RAG copilots, agents, and generative features, starting with use-case triage (two of Koda's six candidate features didn't need an LLM at all) and a gold-set eval harness built before the model is chosen.
Every output grounded, every claim cited, every inference dollar modelled before launch.
- Gold-set pass rate in production
- 96.4%
- Adjusters using the Koda copilot daily
- 4,000+
- Claim cycle time after launch
- −41%
Proof
We've shipped this before.
FAQ
Before you ask.
Which model do you use?
How do you stop hallucinations?
We're regulated. Is this even possible for us?
Tell us the hard part.
A 30-minute call with an engineer, not a salesperson. Honest scoping, real dates.