Beyond chatbots
Ask your AI assistant.
Then ask Doyna.
Most "AI" products are LLM wrappers over keyword search. Click any challenge below to see what real AI infrastructure can do.
“Show me my knowledge graph”
You want to see how people, projects, and decisions connect across your organization.
“Who is connected to this vendor?”
A vendor is underperforming. You need to know who approved the contract, who signed it, and who else is involved.
“What did I miss while I was on holiday?”
You were out for 2 weeks. 2,400 emails arrived. What actually matters?
“Is this the same person?”
"D. Diaconu" signed a contract. "Diana Diaconu" is in the board minutes. "diana.diaconu@corp.eu" sent a budget email. Same person?
“Guarantee my data stays in Romania”
Regulatory requirement: no data can leave Romanian jurisdiction. Period.
“Why did you give me this answer?”
The AI says the contract was approved. But can you trust it? Can you audit it?
The architecture gap
It's not a feature gap — it's a fundamental difference in what the product is.
“Microsoft Copilot is an LLM wrapper over Microsoft Search.”
“Doyna is actual AI infrastructure.”