Now in private beta

Intelligence you
didn't ask for

Doyna discovers risks, opportunities, and hidden connections across your entire organization — running 24/7, autonomously, on your server.

24/7 autonomous intelligence

What Doyna discovers while you sleep

Real proactive discoveries, surfaced without anyone asking. This is what AI infrastructure looks like.

6:00 AMcriticalConflict of Interest

Board members connected to vendor shell companies

4 board members approved €12M in contracts with 6 companies sharing the same registered address in Cyprus. Flagged for compliance review.

9:14 AMwarningProject Failure Prediction

73% probability of budget overrun on Project Alpha

Similar scope + same vendor combination has failed 4 of 5 times historically. Recommended: review vendor allocation before Q3.

11:30 AMinfoBehavioral Anomaly

IT spending concentration shifted to single vendor

67% of IT budget now directed to one vendor, up from historical 34%. No policy violation — but the pattern is unusual and worth reviewing.

2:30 PMwarningResource Conflict

3 projects will need the same 2 engineers in 6 weeks

Milestone overlap detected across Project Alpha, Project Delta, and the SAP migration. Proactive rescheduling recommended.

6:45 PMcriticalDocument Contradiction

Board approved hiring freeze — HR posted 3 new requisitions

Board approved ‘no new hires in Q1’ on Jan 15. HR posted 3 job requisitions on Jan 22. Automatic escalation triggered.

0 discoveries today — and counting

Capabilities

See Doyna in action

Not a chatbot. An AI infrastructure layer that understands relationships, resolves entities, and reasons across your entire knowledge base.

Keyword search

RE: Budget Approval Q3 — see attached spreadsheet

exact match

Approval needed: new budget template format

keyword

Budget committee approval process document v2

keyword
Doyna semantic search

The CFO signed off on the revised spending plan last Thursday

relevance: 0.94

Finance team confirmed the Q3 allocation — green light to proceed

relevance: 0.91

Maria approved the cost center restructure during the board call

relevance: 0.87

Query: “budget approval” — same inbox, dramatically different results

Beyond chatbots

12 questions your AI can't answer

AI assistants are LLM wrappers over keyword search. Doyna is actual AI infrastructure.

1

Show me my knowledge graph

No graph database
Real-time Neo4j traversal with entity relationships
2

Execute this Cypher query across my documents

No query language support
Full Cypher query engine over your knowledge graph
3

What’s the F1 score of my entity recognition model?

No custom ML training
Custom NER with measurable accuracy metrics
4

Show the full audit trail for this answer

Black box responses
Every step logged: embedding, search, reasoning, sources
5

How much did accuracy improve after 100 corrections?

Frozen model — no learning
RLHF from user feedback, accuracy improves over time
6

Find emails matching intent, not keywords

Keyword search only
Vector embeddings match meaning across languages
7

Resolve that D. Diaconu = Diana Diaconu

No entity resolution
Cross-document entity deduplication and merging
8

Export my trained model for offline use

Locked in the cloud
Models run on your infrastructure, fully portable
9

Guarantee data never leaves my country

Cloud Act exposure
On-premises deployment, EU data sovereignty guaranteed
10

Run this query deterministically — same answer every time

Probabilistic by design
Deterministic pipeline: same input, same output, always
11

Physically isolate my data from other customers

Multi-tenant shared infrastructure
Single-tenant on your own servers, full isolation
12

Show the inference rules used to reach this conclusion

No explainability
Chain-of-reasoning with confidence scores at every step

Zero trust architecture

Privacy is the architecture

Doyna was designed from day one to never require your data to leave your premises. External intelligence flows in. Your data never flows out.

External IntelligenceNews feedsRegulationsMarket dataDoynaOne-way doorData neverleavesExternal intelligence flows IN — your data NEVER flows OUT

Your server, your data

All processing happens on your infrastructure. Emails, documents, and embeddings never leave your premises.

AES-256 encrypted storage

OAuth tokens and credentials encrypted with keys derived solely from your own master credentials.

Complete audit trail

Every query, every reasoning step, every source — logged with confidence scores for GDPR and EU AI Act compliance.

See what Doyna would discover
in your company

Proactive intelligence. Knowledge graphs. Entity resolution. All private, all on your server, all autonomous.

Request a Demo

Private beta · Enterprise deployments · On-premises only