Introducing Doyna MAX — 9.5/10 on 15,425 enterprise prompts. Copilot scored 2.9.
Doyna MAX is a 12-step architectural upgrade that transforms Doyna from a 7.3/10 AI assistant into a 9.5/10 data intelligence platform. Tested on 15,425 real enterprise prompts. 610% ROI in year one. Break-even in 3.5 months.
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 | — | — | — |
| Cost per user/month | €8 | €30 | €25 | €0 (but €480k/yr labor) |
| Cost per complex query | €0.12 | €0.45 | €0.35 | €15.00 |
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.
Real Romanian companies, real savings
We modeled the annual reporting and data analysis costs for actual Romanian enterprises:
| Company | Employees | Manual cost/year | With Doyna MAX | Savings |
|---|---|---|---|---|
| Safir Holding | 800 | High | 75-85% reduction | Major |
| Dedeman | 11,000 | Very high | 75-85% reduction | Major |
| Banca Transilvania | 9,000 | Very high | 75-85% reduction | Major |
| eMag | 5,000 | High | 75-85% reduction | Major |
| Autonom | 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 | ❌ |
| Knowledge graph | ✅ (Neo4j) | 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 both Cloud and Self-Hosted deployments. 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: start a free 7-day trial and see what Doyna MAX finds in your own data. No credit card, no sales call.
See full capabilities → · Compare with competitors → · View pricing →