The platform

An intelligence layer
with a developer surface.

Not a chat box on a vector store — a service your whole stack can call. Doyna runs where your data lives and exposes company-wide intelligence through one API.

Call it like an internal service

One API for company-wide intelligence

Your CRM, ERP, support desk or internal app queries the same resolved corpus through a single endpoint — and gets back not just documents, but completed work.

Runs where your data lives

Your data and logic stay local

Your corpus, knowledge graph, databases and agent logic run inside your perimeter — on-prem or your own cloud. Your data never leaves your walls.

How it works

It reasons over relationships — then acts.

Four layers turn a pile of documents into intelligence that does the work.

01

Full-corpus RAG

Reads everything, every day — automatically. Email, SAP, contracts, SharePoint, Drive, meetings.

02

Knowledge graph

A Neo4j graph + entity resolution links contract → vendor → project → thread → person.

03

Agentic file-ops

An agent that executes: builds decks, runs risk radars, performs document operations.

04

Always-on monitors

Background watchers fire on project stall and emerging risk — the company never misses what matters.

The moat is the graph: the longer it runs, the richer the corpus — and the harder we are to replace.

Why now

The window for private enterprise AI is open right now.

Four forces just converged — and every one points to on-prem, correctness-first AI.

01

Sovereignty is law

EU–US data-transfer adequacy fell and the EU AI Act’s high-risk rules bind Aug 2, 2026. Your corpus in a US cloud is now a liability.

02

Infra left the cloud

71% of AI infrastructure now runs outside public cloud — enterprises want intelligence where their data already lives.

03

Pilots keep failing

95% of enterprise GenAI pilots show no P&L impact. Buyers are done paying for demos that fail on their own data.

04

Models are commoditized

LLM prices fell ~99% in three years. Raw intelligence is table stakes — privacy, the graph and correctness are the moat.

Intelligence got cheap. Trust got scarce. Doyna is built for the world that creates.

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