Compare
Same AI power.
A fundamentally different deal.
Side by side with the tools you already know. Doyna is the only option that gives you enterprise AI without handing over your data.
Capability
ChatGPT Enterprise
Doyna
Runs on your infrastructure
Never
Cloud or self-hosted
Training on your data
Opt-out, eventually
Never
Unified search (email + docs + meetings)
Separate
Built-in
Knowledge graph
No
Yes (Neo4j)
Bring your own LLM
OpenAI only
Any OpenAI-compatible
Air-gapped operation
No
Yes (self-hosted)
Native Romanian support
Translation layer
Native
Only Doyna does this
Native Romanian + English (not translated)
Cloud or fully air-gapped from one codebase
40+ AI tools in one orchestrator
The moat
Everyone who could beat Doyna would have to break their own business.
Four capabilities must ship together to win regulated enterprise — in-perimeter, a resolved knowledge graph, an agent that acts, and one API. Every incumbent can build two; the two they can’t are the two that would break their own business.
Has it—PartialCan’t / doesn’t
Perimeter
Graph
Agent
One API
Why they can’t follow
Microsoft / Copilot
—
No-egress inference taxes their own Azure meter — they won’t cannibalize the cloud to win one deal.
Glean
—
Multi-tenant cloud connectors ARE the product. In-perimeter is a rebuild — and even then, they only retrieve.
OpenAI / Anthropic
—
—
They sell intelligence by the token from their cloud. “Nothing leaves” is the opposite business — they’re our supplier.
Palantir
—
—
Closest on the graph — but a $1M+, forward-deployed install. They sell a project; we sell a brain that installs itself.
Doyna
All four ARE the business — not a threat to it.
Perimeter
Runs inside your own walls — on-prem or your cloud.
Graph
Builds a live map of how people, deals and documents connect.
Agent
Does the work end-to-end — not just finds the file.
One API
One connection every other system can call.
Incumbents pull data to their cloud. Regulated enterprises can’t send it — Doyna is the only one pointed the right way, and the gap widens every month.
Private AI, your way. Cloud or on-prem.
Start on Doyna Cloud in five minutes, or self-host inside your network in a day. Same AI, same privacy, built for the budget you actually have.
Live in production · Cloud & on-prem · Single-tenant always