Determa Determa Applied AI Systems

Get a pilot safely into production.

For one prioritized use case that has to reach production — with a defensible plan instead of a guess.

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Deliverables

Production Blueprint

  • target architecture
  • process and data flow
  • agent and tool design
  • guardrails and human gates
  • implementation plan
  • defensible effort estimate

Target architecture

Your infrastructure
Sourcestickets, CRM, documents
Context layerfacts with source and time
Agent and toolsbounded set of actions
Human gate
System of record
Audit trail · evaluation · observability
A typical target architecture: the agent works on a context layer built from your sources, and anything it writes passes a human gate. Every step lands in one audit trail.

Guardrails in the process

Fetch recordscode
Draftmodel
Validatecode: schema, limits
Approveperson
Writecode

model stephuman gatedeterministic code

The model only does the steps that need judgment. Fetching, validating and writing stay in ordinary code, so they behave the same way every time.

From pilot to production

Pilotworks in a demo
Blueprintarchitecture, guardrails, estimate
Phase 1accepted
Phase naccepted
Production
The blueprint turns a pilot into phases, each with acceptance criteria and an hour estimate. Production starts after the last accepted phase, not after a demo.