Product · Foundation
Every model your firm uses,
through one gateway you control.
The Gateway plugs into the frontier models your firm already uses, Claude, GPT and more, alongside our own finance-native model. It redacts what should never leave, keeps every answer tied to your sources, and puts cost, access and audit under one set of rules. Studio, Desktop and the Orchid add-on run on it, and your engineers point their own systems at it with one configuration change.
What the gateway does
Plugs into the frontier models you use
Claude, GPT and the other leading models, on your firm's own agreements. Nothing to replace and no new vendor to approve: the gateway sits in front of what you already have.
The right model for every request
Our inference engine sends each request to the model that does it best for the least. You choose how much quality to trade for cost, or none at all.
Sensitive data stays inside
A redaction engine replaces client names, personal details and the terms your firm defines before a request reaches any outside model, and restores them in the answer. Your admins set the policy; nobody can loosen it.
One source of truth
Every model draws on the same approved documents and data, and answers can be checked against their sources before they reach your team, with anything unsupported flagged.
Cost you can see and steer
Spend by team and by person, the saving against what you would have paid, and settings that keep it where you want it.
One set of rules for every model
Retention, access and audit are set once for the firm and apply to every model and every product, whoever built it.
A complete record
Every request, answer and source can be written to a store your firm owns, so the audit trail is yours whichever model did the work.
Your data services, everywhere
Connect FactSet, LSEG, S&P and your document stores once, with your firm's own licences, and they are available in every Orchid product.
Our own model, included
orchid01, our finance-native model, sits alongside the others for the work where it is the strongest choice.
Our own model
orchid01
A finance-native model, trained by us on financial reasoning we generated and graded ourselves, and available through the gateway alongside every other model. It is not a wrapper around a general model with a longer prompt in front of it.
What it was trained to do differently
| # | Behaviour | The mistake it prevents |
|---|---|---|
| 01 | Never retypes a number | A figure copied from memory instead of from the data |
| 02 | Checks before it claims | A conclusion stated first and verified afterwards, or never |
| 03 | Says how sure it is | Overconfidence, and hedging so heavy the answer is useless |
| 04 | Holds its position | Folding the moment someone disagrees without new evidence |
| 05 | Reads the whole document | Missing the fact that only appears when two exhibits are read together |
| 06 | Gets the mechanics right | Millions read as billions, dropped negative signs, invented line items |
| 07 | Declines the unknowable | Answering confidently about a period it has no information on |
Each of these is measured, not asserted. We will share the full evaluation set with your team under NDA.
For your engineers
One line changes. Nothing else does.
The endpoint speaks the same shapes as the SDKs your team already writes against, including streaming and tool calling, so existing internal tooling and agent loops run unchanged.
Grounding, on request
Ask for it and a second pass checks the answer against the documents supplied, returns a score, and marks anything it could not verify, or rewrites it.
Documents as tables
Financial PDFs are turned into structured tables the model cites from, rather than prose it has to re-read.
Your own audit record
Every request, response and source can be posted, signed, to an endpoint you own, so you keep a complete record even when we retain nothing.
The migration
Keep your key management, your prompts and your existing loops.
On the same endpoint
Orchid for Excel
An add-in in the workbook your team already lives in. It reads the sheet, writes cells and formulas, and traces what depends on what, so the output is a model an associate can audit rather than a paragraph describing one.
It talks to your firm's endpoint, under the same access and retention settings as everything else.
Deployment options
Run the whole thing yourself
For firms that want nothing on our side: conversations, files, indexed documents, scheduled work, dashboards and logs all move to a database your firm owns and runs. We hold sign-in and usage counts, and no financial content at all.
Integrates into
Drops into the stack you already run.
No migration, no rewrite, no second set of credentials to manage.
Existing SDKs
The same request shapes your team already writes against, streaming and tools included.
Coding agents and editors
Anything that accepts a custom endpoint works by changing the base URL.
Excel
The add-in reaches the same endpoint, under the same rules.
Your frontier models
Claude, GPT and the other leading models, on your firm's own agreements. The Orchid add-on brings the gateway into Claude itself.
Your identity provider
Access follows the accounts and groups your firm already manages.
Your log and audit store
Signed records of every request delivered to infrastructure you own.
Bring your engineers to the call.
Thirty minutes, and they can interrogate the endpoint, the retention settings and where every byte physically sits.