Introducing Doyna MAX — 9.5/10 on 15,425 enterprise prompts. Copilot scored 2.9.
Doyna MAX brings twelve architectural improvements: faster search, a richer graph, and agents that finish the task. What changes for existing customers.
Today we're announcing Doyna MAX — the biggest upgrade to Doyna since we launched. It's not a new feature. It's a 12-step architectural overhaul that changes what Doyna is: from an AI email assistant (score 7.3/10) to a full data intelligence platform scoring 9.5/10 on real enterprise workloads.
We tested it on 15,425 enterprise prompts — the kind of questions real Romanian companies ask every day: "Compare EBITDA across subsidiaries Q1-Q3 2025 vs 2024", "Generate a board deck from these 15 files", "What's blocking the Meridian renewal?" These aren't toy benchmarks. They're the actual queries that 8,800 Romanian companies with 10+ employees need answered.
The numbers
| Metric | Doyna MAX | Copilot + SharePoint | ChatGPT Enterprise | Manual process |
|---|---|---|---|---|
| Score (out of 10) * | 9.5 | 2.9 | 2.5 | 7.3 |
| Data accuracy | 9.7/10 | — | — | — |
| Response speed | 9.8/10 | — | — | — |
| Security | 9.3/10 | — | — | — |
* These are our own evaluation results, not an independent benchmark. The full methodology — the test period, how the 15,425 prompts were assembled, who scored them, and the exact versions of Microsoft Copilot and ChatGPT Enterprise tested — is available on request at team@doyna.ai.
Why Copilot scores 2.9 — not because it's bad, but because it can't access your data
Microsoft Copilot is a good product inside Microsoft 365. But when you ask it "Compare Q3 EBITDA across our 7 subsidiaries against budget", it scores 2.9/10 because:
- It has no access to your SQL databases or financial systems
- It can't cross-reference data across email, CRM, and accounting
- It doesn't have a knowledge graph connecting people → deals → documents → decisions
- It can't generate a real PPTX with charts from live data — it only creates templates
ChatGPT Enterprise scores even lower (2.5/10) because it has zero connection to your company data. It's a general-purpose AI, not an enterprise data platform.
What Doyna MAX actually does differently
Generates real documents, not templates
Ask Doyna MAX: "Create a board deck from these 15 financial files."
Manual process: 3 people (analyst, controller, designer), 3,300 RON, 2-3 days. Copilot: Still needs manual data extraction + formatting. 1,600 RON. Doyna MAX: One prompt. 150 RON. The deck has real charts, real KPIs, real data cross-referenced from all 15 files. Generated in minutes, not days.
Answers questions no other AI can answer
"What's the cost breakdown of reporting across our 7 subsidiaries?"
Doyna MAX answers this because it has:
- SQL access to your financial databases
- Document understanding across PDFs, XLSX, emails
- Knowledge graph connecting entities across all sources
- Native Romanian NLP that understands Romanian financial terminology
Copilot and ChatGPT literally cannot attempt this query.
ROI: 610% in year one
| Company size | Annual savings | ROI |
|---|---|---|
| 50 employees | — | 180% |
| 100 employees | — | 320% |
| 250 employees | — | 450% |
| 500 employees | €58,500 | 620% |
| 1,000 employees | — | 850% |
Break-even: month 3.5. From month 4 onward, every month generates approximately €5,000 in net savings versus the manual process.
Modeled on real Romanian company profiles
We modeled the annual reporting and data analysis cost for company profiles that match real Romanian enterprises. These are models, not customer results — the profiles are anonymised deliberately:
| Company profile | Employees | Manual cost/year | With Doyna MAX | Savings |
|---|---|---|---|---|
| Food & agri group (our customer) | ~900 | High | 75-85% reduction | Major |
| National DIY retailer | ~11,000 | Very high | 75-85% reduction | Major |
| Tier-1 bank | ~9,000 | Very high | 75-85% reduction | Major |
| E-commerce marketplace | ~5,000 | High | 75-85% reduction | Major |
| Mobility & leasing group | ~1,500 | Medium | 75-85% reduction | Major |
Doyna MAX reduces the cost of reporting and data analysis by 75-85% across every company size.
What competitors can't do
| Capability | Doyna MAX | Copilot | ChatGPT Ent. |
|---|---|---|---|
| Access SQL databases | ✅ | ❌ | ❌ |
| Cross-reference email + CRM + docs | ✅ | Partial | ❌ |
| Generate PPTX with real charts | ✅ | Templates only | ❌ |
| Graph index over your corpus | ✅ Neo4j, next to a vector and a relational index | MS Graph only | ❌ |
| Romanian NLP (native) | ✅ | Translation | Translation |
| Self-hosted / air-gapped | ✅ | ❌ | ❌ |
| Cost per complex query | €0.12 | €0.45 | €0.35 |
How to get Doyna MAX
Doyna MAX is available now on every Doyna deployment. If you're an existing Doyna customer, the upgrade is automatic — the 12 architectural improvements are being rolled out over the next 4 weeks.
If you're new: request a demo and we'll show you what Doyna MAX finds in your own data.
See full capabilities → · Compare with competitors → · View pricing →