One application where a firm's AI operation lives end to end — built for mid-size firms in industries that can't afford mistakes, by a team that spent over a decade on systems where security had to be architectural.
Every firm can now buy the same models at the same price. What remains unsolved is everything around the model — trusting it with sensitive data, fitting it to how the firm actually works, getting real adoption from the people who do the work, and producing records a regulator will accept.
That is the problem we build for, in industries where a mistake is not a bug report — advisory & accounting, legal, family offices, banking. The teams in these firms lose 60–70% of a working day to manual entry and reconciliation. Done right, a client query that took a day comes back in 15–20 minutes.
The scarce thing is no longer the model. It's the operating system around it.
A single agentic application under your brand — one login, one page per part of the operation. Agent Builder keeps the repetitive work in deterministic logic and calls the model only where there is genuine reasoning; it also carries the company's general AI. Company Brain is a living graph of company data every module reasons on. Observability & continuous learning gives the regulator an independent audit and the firm an improvement engine. Security is the infrastructure underneath all of it.
A three-layer harness wraps every model call. The first layer sits tight around the LLM: the agent never touches data or credentials. The second is preconfigured infrastructure — cloud, private, or on-premise Kubernetes — that structures what goes into and out of the model. The third is your custom flow: what stays deterministic, and what goes to the model. The result is fewer errors, lower token cost, and predictable behavior.
Not a tool you rent — an operating system you own.
When raw capability becomes free, what's scarce and valuable moves up a layer.
More than a decade building cryptographic and high-security systems — including the biometric privacy protocol behind Worldcoin. We work embedded in your organization, in weekly cycles, with a demo every Friday.
Mathematician and cryptographer (Weizmann Institute). Over a decade leading world-class security protocols, including the biometric privacy protocol behind Worldcoin.
End-to-end systems architect. Designs the entire platform himself — from the infrastructure it runs on to the agents that run on it.
More than a decade building cryptographic and high-security systems, including the biometric privacy protocol behind Worldcoin. That shows up as defaults: privacy by design, full traceability, data that never leaves your perimeter — compatible with banking secrecy.
An expert team works inside your organization: Discovery maps the real day, a pilot puts 2–3 agents in shadow mode next to the critical work, then modules expand in the same application until it's the operating core. Weekly cycles, demo every Friday — and we build so the knowledge stays in-house.
That is the intention, stated up front: no software, service, or data lock-in. Pricing follows the same logic — we quantify the savings and take a share; you keep the majority. Not a tool you rent — an operating system you own.