Abstract background
Deterministic AI Layer

AI analyses you can actually trust

Other AI tools sometimes give correct answers. oneAgent always gives correct answers — because a deterministic layer verifies every result before it is shown.

The problem with AI and business data

LLMs are impressive — but for business-critical data analysis they have a fundamental problem.

AI hallucinates

LLMs generate plausible-sounding answers — even when the data is missing or contradictory. For reporting and decisions, this is a real risk.

No quality check

Who verifies the AI answer? Without a deterministic layer: nobody. Errors go undetected until they surface — often too late.

Data privacy unresolved

Business data into public AI tools? For most companies this is legally and security-wise not acceptable under GDPR.

Core Engine

The solution: Deterministic AI Layer

How natural language becomes reliable data analysis — a look under the hood.

Deterministischer AI Layer
01

LLM / Azure OpenAI

Language understanding & interpretation of the user request — the AI understands what you want to know.

02

Semantic Layer

Metadata-based mapping of entities, metrics & relations — "Revenue" always means exactly what you defined.

03

Business Rules

Application layer for business logic, filters & calculations — deterministic execution, no AI interpretation.

04

Validation

Deterministic verification & quality assurance — only when the result is verified is it delivered.

✓ Garantiert korrektes Ergebnis

oneAgent vs. other AI tools

CriterionChatGPT / CopilotDatabricks GenieoneAgent
Results guaranteed correctNo — hallucinations possibleTrusted Assets requiredYes — deterministic layer
Data stays secureNo — data leaves the companyYes — own ecosystemYes — Frankfurt, on-prem option
Setup without data engineeringNo — no real data accessNo — data engineering team neededYes — 550+ ready connectors
Supports German languageYesNo (officially)Yes
Suited for mid-marketOnly with workaroundsNo — enterprise onlyYes — from €25/user/month

Trust through transparency

30 years of BI experience in the founding team

The founders experienced the problem themselves: AI delivering wrong numbers destroys trust. That's why the deterministic layer is the core architecture of oneAgent — not an afterthought.

Hosted in Frankfurt, Germany

All data stays in Germany. GDPR-compliant, hosted on Microsoft Azure in Frankfurt (Germany West Central). Certified Microsoft partner.

On-premise available

Want to run the AI in your own infrastructure? oneAgent runs container-based — on Azure, IONOS, Telekom data center or your own server.

See it for yourself

Try free for 14 days — ask real questions on demo data and see how the deterministic layer works.

Questions about oneAgent or wondering if it fits your use case? Just reach out.

AI Data Analysis Without Hallucination Risk | oneAgent