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Enterprise AI Architecture

We structure your data and build a traceable intelligence layer on top: Explain, Forecast, Simulate, Recommend — with a source and compute path per statement. Hallucination-free, deterministic, integrated into your systems.

Cluster: Architecture
Duration: from 4 weeks (pilot)
Fee: on request · project-based

Enterprise AI that shows the source behind every number.

In regulated areas a plausible answer is not enough — you need the basis of the calculation. Our AI architecture therefore relies on a structured data foundation and a knowledge graph instead of a black-box model. Every figure from the decision layer carries a source and a compute path.

That is the difference between decision intelligence and a chatbot: deterministic first, the language model only verbalizes. Missing numbers are flagged as missing, not invented. On-prem, model-agnostic, in your control — built so your team operates it itself.

What you concretely get

Concrete results as a hand-off artefact.

Enterprise AI architecture for regulated areas: from data foundation through the knowledge graph to a traceable decision layer with an audit trail — on-prem and in your control.

Data foundation: your sources (reports, ERP, registries, documents) connected, checked and ontologically structured.
Traceable decision layer: Explain · Forecast · Simulate · Recommend — with a source and compute path per number.
Audit trail per data point (EU AI Act Art. 12/13), exportable as PDF/CSV/JSON.
Deterministic-first: the language model only verbalizes — numbers are flagged as missing, never invented.
Model-agnostic (OpenAI, Gemini, Claude, Mistral, Ollama) — no vendor lock-in.

Approach

How we work.

Three phases, clear outputs. You see every step — and can exit after any one of them.

01
Data foundation
Connect and de-duplicate sources, move them into a knowledge graph with a prescribed ontology.
02
Decision layer
Stand up the decision layer, configure use cases, validate results on real data — weekly demos.
03
Productive & traceable
Auditable artifacts in the process, handover to your team. On-prem, in your control.

Pricing & Models

On request. Project-based. Individualised.

Every engagement is scoped individually based on scope, maturity level, and time horizon. We work project-based with fixed price, day-rate-based with transparent rates (junior to senior), or on a retainer model.

Project-based
Fixed price per phase with a defined definition of done. Preferred for clearly scoped engagements.
Day-rate
Rates tiered by seniority level — Junior, Mid, Senior, Principal. Transparent billing.
Retainer
Fixed monthly hour budget. Useful for operate phases or fractional lead mandates.