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Use case

Financial services

The model was never the hard part. The controls around it were.

A trading and operations environment where systems sit behind a network perimeter that data does not cross.

The pilot cleared its accuracy bar months ago. What it has not cleared is model risk review, the data residency question, the audit trail requirement, and the change-management process that governs anything touching a system of record.

None of that is unreasonable, and none of it goes away. It just means the engineering that matters is the engineering that makes the system explainable, reproducible, and reviewable — not the part that makes it clever.

01 — Where it stalls

What actually slows this down

Data cannot leave the perimeter

A tool that requires your positions, transactions, or customer records to transit a vendor's cloud is not evaluated, it is declined.

Every change needs a reviewable trail

'The agent did it' is not an answer anyone will accept. What shipped, who approved it, and what it was tested against all have to be reconstructable.

Legacy systems set the pace

The core is old, the interfaces are batch, and the documentation describes a version that was replaced in 2019.

02 — What Orfyn takes on

The work that stops being manual

  1. 01

    Run agents entirely inside your own network, against your own environments

  2. 02

    Keep every change on an isolated branch that arrives as a reviewable diff

  3. 03

    Reproduce the awkward regulatory branches as explicit, re-runnable cases

  4. 04

    Script recurring reconciliation and reporting work through the CLI rather than the UI

  5. 05

    Route model calls to a provider — or self-hosted endpoint — your risk team has already approved

03 — The deciding constraint

Self-hosted is the entry requirement, not a feature

The daemon runs on your hardware and holds your keys. Orfyn does not proxy model calls, so inference goes from your infrastructure directly to the provider you selected. There is no vendor-side copy of your data, because there is no vendor side.

Diagram: agents operating entirely inside the network perimeter, with model calls leaving on the customer's own credentials and no vendor in the path.
How this runs in financial services.
How the security model worksAll use cases

Walk us through your version of this.

Bring one workflow you are trying to ship. We will go through what it touches, where it stalls today, and what running it on Orfyn would look like.

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