Capabilities
Not a chatbot.
AI infrastructure.
Doyna combines semantic search, knowledge graphs, entity resolution, custom ML, and autonomous intelligence into a single platform that runs entirely on your server.
Find by meaning, not keywords
Traditional search matches words. Doyna matches intent. Ask "who approved the spending plan?" and find emails that never mention the word "approved" — because the CFO wrote "green light" instead.
See relationships others can't
Doyna automatically maps every person, project, decision, and vendor into a traversable knowledge graph. Ask multi-hop questions like "which vendors are connected to board members who approved contracts over €1M?"
Intelligence that works while you sleep
At 6 AM, your briefing is ready. Contract expirations, budget anomalies, resource conflicts, compliance risks — all discovered autonomously, without a single query from you.
No prompts. No queries. All discovered autonomously.
One person, not four name variants
"D. Diaconu", "Diana Diaconu", "[email protected]", "Diaconu, D. (Finance)" — Doyna resolves all variants into a single canonical entity with 47 documents and 12 threads attached.
Every answer is traceable
Query ID, embedding vector, search results, graph traversal path, reasoning chain, confidence score, source documents — all logged. Same query always returns the same answer. Ready for GDPR, MiFID II, and EU AI Act.
Models that learn from your data
Fine-tuned named entity recognition trained on YOUR documents. Every correction you make feeds back into the model. Accuracy improves measurably — typical F1 improvement of +17% in year one.
F1 accuracy score — improving with every correction
Ready to see it in your organization?
Every capability above runs on your server, with your data, under your control.
Request a Demo