Confidential by design

Confidential AI infrastructure for institutional finance.

Multi-agent reasoning that runs on your processes, your limits, your policies — designed to run attested, inside your perimeter, so your data never leaves.

Problem

Your most valuable data is the data you can't hand over.

Positions, exposures, client holdings, deal models — the work where AI reasoning would matter most runs on exactly the data you can't put into a general-purpose AI. Generic copilots want your data in their cloud. Compliance says no. So the institutions with the most to gain from AI are the ones structurally barred from using it, and the work that matters most still happens in spreadsheets and human hours.

Foundation

The reasoning comes to your data — not the other way around.

etoofinance inverts the model. Instead of sending your data out to an AI, you stand up your own AI infrastructure — shaped by your processes, your limits, your internal policies — designed to run attested inside your perimeter. Nothing leaves.

Pillars

Three things hold it together.

Multi-agent reasoning

Your processes assemble into multi-agent reasoning — fast.

Not one model answering a prompt, but a system of agents that mirrors how your team actually works a problem through. Your limits and policies shape the assembly, so the reasoning looks like your institution's, not a generic model's.

Risk Sentinel

You set the limits. Risk Sentinel holds every agent inside them.

Define what the system can touch, how far it can go, and which policies bind it — and Risk Sentinel holds the line on every step the agents take. Designed to trace every figure back to its formula and its source.

Confidential & in-perimeter

Your data stays where it is — and you don't take it on faith.

Confidential by architecture: the reasoning is designed to run attested on confidential compute, so you get evidence the system ran where it was supposed to, on what it was supposed to, and that nothing left.

Today the system reasons over the documents and data you bring it, in-perimeter. Connectors to your internal systems and governed external retrieval are on the roadmap — each one added so inputs carry provenance, not as open-ended scraping.

How it works

Four steps, all inside your perimeter.

  1. 01

    Your context goes in.

    Documents, data, and the policies and limits that govern your institution.

  2. 02

    Agents assemble.

    The system builds a multi-agent reasoning process shaped by how you work.

  3. 03

    Risk Sentinel governs.

    Every agent runs inside the limits you set.

  4. 04

    You get decision support

    explainable, auditable, and designed to be traceable to source.

The system supports decisions. It does not provide investment advice or financial forecasts.

Confidential by design

Compliance teams don't want promises. They want artifacts.

etoofinance is designed to produce them — hardware-level attestation that the reasoning ran in-perimeter, provenance on what went in, and an audit trail of what every agent did. We don't declare ourselves compliant. We're built to give your compliance function the evidence it needs to sign off.

In production

The engine is already running at scale.

The reasoning core behind etoofinance is in production today: 900,000+ requests a month, at a sub-1% hallucination rate. That's the engine. etoofinance is the confidential infrastructure being built around it for institutional finance.

0+

requests a month — the reasoning core, in production

Sub-0%

hallucination rate — the reasoning core

Who it's for

Built for institutions where the data can't leave and the reasoning has to be defensible.

Banks and investment institutions — family offices, sovereign pools, boutique funds — that need AI reasoning on positions and exposures they can't expose.

Corporate finance and treasury teams — FP&A and treasury — whose models and forecasts are too sensitive to leave the building.

RDIA-recognized · MISA registration complete · Monsha'at-endorsed.

Talk to us

Let's scope your deployment.

Tell us what you need to protect and what you need it to reason over, and we'll scope a deployment with you.