Company

We do not sign customers.
We choose partners.

The team comes from leading enterprise technology companies experienced in money movement, underwriting, finance operations, and workflow management. Purpose-built for specialty insurance. Funded and focused.

Why Quovy exists

Specialty insurance has been underserved by software for decades. We are here to fix that.

Built for the wrong market.

The traditional insurance technology stack was built for commodity lines — standard forms, predictable workflows, uniform processes. Specialty has none of these. So specialty teams built their own systems out of Excel, shared drives, institutional memory, and sheer effort.

The patchwork held. Until it did not.

Volume is up. Talent is scarce. The operational complexity is not going away. And the AI wave that was supposed to help has mostly produced demos that break on the first edge case.

Specialty deserves better infrastructure.

Quovy exists because specialty insurance deserves operational infrastructure that actually works. Not a chatbot. Not a dashboard. An engine that does the work, proves every step, and survives scrutiny.

What we believe

What most vendors will not tell you.

Most insurance AI dies in production.

It gets bought on a polished demo. Then the first edge case lands. The mangled PDF, the broker who attached the wrong file, the submission with three currencies and a missing ACORD form. Anyone can automate the happy path. The value is in the ugly 20%.

Copilots are not the answer.

Pasting a chat window next to a broken workflow does not fix the workflow. It adds a sidebar to it. Underwriters do not want a cheerful assistant telling them everything looks great. They want the bad news, sourced and structured.

Betting on one model is betting wrong.

No single model wins every task. The model that nails clearance is mediocre at finance operations, and today's leader is next quarter's runner-up. We test and score every model on accuracy and cost, route each task to the right one, and swap as the frontier shifts. You get the result. We carry the complexity.

BPOs are not a strategy. They are a tax.

A recurring bill paid forever on work that should run as a system. The industry has treated offshore labor as the default answer to operational complexity for two decades. It is not an answer. It is a line item that never goes away.

How we work

We choose partners, not customers.

We co-build. We sit inside the operation.

Quovy works with a small number of specialty carriers and MGAs at any given time. We learn the workflows before we automate them.

Deliberate, not a constraint.

We would rather deploy deeply with the right partners who push us than superficially with hundreds of customers who churn.

Every engagement starts the same way.

Real data, real workflows, real edge cases. We will show you where AI works and where it does not. If a workflow is not ready for automation, we say so. That is how trust gets built.

Roadmap

Specialty has dozens of workflows that have never been served well by software.

Already in production.

Submission intake, finance operations, portfolio monitoring, operations automation — running live, handling real volume.

A queue of problems, not a feature list.

Ranked by value released for the carriers and MGAs we work with. Each new workflow gets the same treatment: scoped on real data, tested against edge cases, deployed headless, proven in production before we talk about it publicly.

Interested in what we are building?

See if your operation
is a fit.

We work with a small number of specialty carriers and MGAs at any given time. If your team is ready to push us, get in touch.