Artificial Intelligence
Useful AI starts with a bounded task, a trustworthy information source and a way to recognise failure. We connect model behaviour to an application contract, with evaluation and human review proportionate to the decision being made.
Approved sources
Restrict ingestion to material approved for the intended audience; keep confidential stores outside public retrieval.
Conceptual architecture. Select a component to inspect its responsibility.
Intelligence with a clear purpose.
- Define tasks, source permissions and evaluation examples before selecting a model.
- Build retrieval and structured outputs around approved information and explicit action schemas.
- Measure failure cases, latency and operating cost, with escalation when the model cannot establish an answer.
Technical focus
Generative AI · Retrieval-augmented generation · Workflow automation · Model evaluation
Security and integration.
Prompt instructions support behaviour but are not access controls. Authorisation, action allowlists, input limits and cost accounting must run outside the model.
Where this applies
Knowledge-intensive operations · Enterprise service teams · Document workflows
Related experience.
This capability is presented as an engineering approach. No specific corporate delivery is asserted without an approved project brief.