stocklings.co.uk / ai

AI engineering

Production AI on governed data.
LLM features, retrieval and agent workflows built on the data platform you already trust — evaluated, monitored and owned.

Services

What an engagement in this practice typically covers.

/ai/01

Use-case selection

Which problems an LLM should solve for you, and which it shouldn't.

/ai/02

Retrieval & agents

RAG pipelines and tool-using agents grounded in your ontology or warehouse.

/ai/03

Evaluation

Offline evals, guardrails and monitoring so quality is measured, not assumed.

/ai/04

Integration

Shipping into Foundry AIP, Fabric, Databricks or your own services.

Deliverables

What you own when the engagement ends.

ClaudeOpenAIAzure AIAIPLangGraphVector searchPythonEvals
01
Use-case assessment
02
Working prototype in weeks
03
Evaluation harness
04
Production deployment
05
Operating guide
// who this suits

Organisations that have run the demos and now need something that survives production, on data that is already governed.

// contact

Talk to the engineer who'd do the work.