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Services / 03 offers

Build the evidence before scaling the system.

Three focused ways to move from uncertain architecture to a measurable, operable system your team can retain.

01 / Engagement

AI system audit

Best for

Teams with an existing AI prototype or architecture that needs an evidence-backed production roadmap.

Discuss this engagement
Typical problems
  • 01Unknown evaluation gaps
  • 02Unclear retrieval or data quality
  • 03Unbounded cost, latency or failure modes
Deliverables
  • Architecture review
  • Evaluation gap analysis
  • Retrieval and data-quality assessment
  • Cost and latency analysis
  • Risk and failure map
  • Prioritized production roadmap
How success is measured

The team leaves with verified risks, explicit priorities and a buildable hardening sequence.

What the client retains

The audit record, risk map, recommendations and implementation roadmap.

02 / Engagement

Prototype to production

Best for

Teams that have demonstrated value and need to make the system measurable, observable and operable.

Discuss this engagement
Typical problems
  • 01No regression suite
  • 02Fragile integration
  • 03Missing fallback or operational visibility
Deliverables
  • Evaluation suite
  • System architecture
  • Guardrails and fallback behavior
  • Integration and observability
  • Deployment support
  • Documentation and handover
How success is measured

The system meets agreed release criteria and the internal team can operate it without hidden dependencies.

What the client retains

Source, tests, deployment assets, operating documentation and ownership knowledge.

03 / Engagement

Embedded AI/data engineering

Best for

Technical teams needing senior execution and ownership for a defined delivery period.

Discuss this engagement
Typical problems
  • 01Stalled architecture decisions
  • 02Missing senior implementation capacity
  • 03Research that is not reaching production
Deliverables
  • Technical ownership
  • Rapid architecture decisions
  • Developer tooling
  • Delivery alongside the internal team
  • Explicit exit and transfer plan
How success is measured

The agreed system slice ships and ownership transfers cleanly to the internal team.

What the client retains

The delivered system, tooling, decision record, documentation and transfer plan.