Private AI Systems

Private AI for regulated industries.

We deploy private AI systems inside your environment, so sensitive data stays under your control. Built for financial services, industrial firms, and other compliance-sensitive organizations.

Supported by a team from

MIT
Harvard
Y Combinator
OpenAI
The problem

Regulated organizations cannot adopt AI casually.

Most AI products assume data can move freely. In your environment, it cannot. Soren is built for organizations that need control, security, and accountability from the start.

01
Regulatory risk
External AI services create unnecessary exposure when sensitive data leaves approved systems.
02
Generic models
General-purpose models lack your terminology, controls, and operating context. The result is limited value and inconsistent output.
03
Implementation burden
Private deployment, security review, and maintenance demand expertise many internal teams do not have time to build.

How we work

Our process

01

Deploy within your environment

We deploy the system in your cloud, on-premise stack, or isolated environment. Your data remains where it belongs.

02

Adapt it to your business

We tailor the system to your documents, workflows, and domain language so it is useful in day-to-day work.

03

Operate it with you

We stay involved after launch to monitor performance, update the system, and support governance requirements.

Soren helps established organizations adopt AI without giving up control.

Soren works with established organizations in regulated and process-heavy industries that need AI to fit existing controls, not bypass them.
Yes. Deployments are private, access-controlled, and encrypted in transit and at rest. Your data stays within your environment and is never used to train shared models.
Common use cases include internal search, document review, knowledge retrieval, workflow assistance, and other work that depends on sensitive internal information.
Each engagement is scoped to your environment, security requirements, and use case. We define the approach and commercial model with you before any deployment begins.

Bring AI into your organization with confidence.

We take on a limited number of engagements to ensure the quality of each deployment.