Datuza·AI — Applied AI Studio · Azure + Databricks + AI Foundry

AI that survives contact with production.

Datuza·AI is the applied-AI studio of Datuza. We design, build and run agentic systems for enterprises — grounded in governed data, wrapped in evaluation, and engineered on a principle we don't compromise: models read, code decides.

Talk to us How we build
Models read, code decidesLLMs interpret the messy world; deterministic code owns every number, total and side-effect.
Evaluation before enthusiasmGround truth and an eval harness exist before the demo does — accuracy is measured, not felt.
Guardrails are architectureHuman-in-the-loop, tool scoping and egress control are designed in, not prompted in.
Data is the lifebloodEvery agent stands on governed, lineage-traced data — because no model outperforms what it's fed.
What we build

Systems, not demos

01 · Agents

Agentic workflows

Multi-agent systems that take on real operational work — orchestrated, auditable, and bounded by explicit tool scopes. Built on Azure AI Foundry, Databricks and agent frameworks.

02 · Documents

Document intelligence

Unstructured documents — invoices, contracts, operational records — turned into governed, structured data with confidence scoring and human review where it matters.

03 · Grounding

Retrieval & grounding

AI that answers from your knowledge, not its imagination: retrieval pipelines, vector search and context engineering over canonical enterprise data.

04 · Assurance

Evaluation & guardrails

Eval harnesses scored against ground truth, deterministic validation layers, and guardrails engineered into the pipeline — because production AI is judged on its worst output.

And when the question is organisational rather than technical: AI readiness & operating models, on the consulting side of the house.

In production

Proof beats promise

Media services · Document intelligence · Live

A multi-agent invoice intelligence pipeline, running in production

For a media services group: a five-agent system — orchestration, classification, extraction, validation and review — reads complex commercial documents and produces governed, reconciled records. Every financial figure is computed by deterministic code and checked by an invariant layer before persistence; humans review by exception, not by default.

5 agentsone deterministic core
<1¢typical cost per document
100%of money math done by code, not models
Azure AI FoundryContainer AppsDeterministic validationHuman-in-the-loop
The studio

Small, senior, hands-on

Datuza·AI is deliberately compact: the people who design the system build the system, and every engagement transfers capability to your team. We are the applied edge of Datuza — the same why-before-how discipline, pointed at what ships.

Build with us

An embedded senior squad taking an AI system from value case to production — architecture, engineering, evaluation and handover.

Rescue & harden

A pilot that won't graduate? We diagnose honestly — eval scores, failure modes, cost profile — and engineer the path to production or the case to stop.

Join us

We hire engineers who want their work in production, not in decks. Open roles ↗

What should AI take off your organisation's plate first?

Talk to us