Use cases

What businesses actually build with private AI.

Private AI is not a single product, it is a capability you point at the work that slows your business down. Here is what teams put it to work on, all of it running on your own hardware, on your own data.

The work

Six things almost every business needs.

01

Answers over your documents

A private assistant that knows your handbooks, contracts, and files, and answers questions about them in seconds instead of a search through folders.

02

Summaries & analysis

Long reports, records, and threads turned into the short version, with the key points and risks pulled out, on demand.

03

Drafting & correspondence

First drafts of emails, proposals, memos, and content in your voice and your templates, ready to edit rather than start from blank.

04

Internal help desk

An always-on assistant for staff questions, onboarding, policies, and how-to, trained on the way your company actually works.

05

Workflow agents

Defined, repeatable processes run end to end, intake, triage, routing, and follow-up, with a human in the loop where it matters.

06

Extraction & classification

Pulling structured data out of invoices, forms, tickets, and PDFs, and sorting it where it belongs, without manual re-keying.

The difference

The same use cases, but on your data and your hardware.

Every one of these is something a cloud tool can do too, while sending your data somewhere else to do it. The point of private AI is that the model lives in your building, learns from your material, and never ships a byte to a third party. You get the productivity without the exposure or the meter.

Who it's for

If your business runs on knowledge, it fits.

Regulated firms feel the need most sharply, but the value is not limited to them. Any company that drafts, researches, supports, or processes information can put a private model to work, and would rather own it than rent it.

Professional services
Firms drafting, reviewing, and researching against their own work product and client files.
Operations & back office
Teams processing documents, tickets, and forms that would rather not feed a cloud vendor.
Regulated industries
Healthcare, finance, legal, and defense, where the data simply cannot leave. See industries