Use-case discovery
A working session to map ideas against value, feasibility and risk, ending with a prioritised shortlist.
AI Strategy & Audits
Know what to build, and whether what you built is working.
Hands-on advice from an engineer who ships. I help you choose AI use cases worth doing, pick models and architecture, and review existing LLM applications for quality, cost, latency and security, ending with a prioritised plan your team can act on.
Sound familiar?
Problems this solves
You're not sure which AI use cases are worth the investment.
An LLM app is live, but costs are climbing or users don't trust it.
There's no evaluation, so every prompt change is a gamble.
What you get
Scope of work
A typical engagement covers the following, tailored to your stack and goals.
Architecture & vendor advice
Model, framework and cloud recommendations that fit your data, budget and compliance needs.
LLM application audit
A review of answer quality, hallucinations, latency, cost and security, with concrete findings.
Evaluation framework
Golden datasets, RAGAS and LLM-as-a-judge set up so your team can measure every change.
Cost & FinOps review
Token usage, caching, model routing and budgets: where the spend goes and how to cut it.
Written action plan
A clear report with prioritised recommendations, effort estimates and next steps.
Use cases
Where this fits
- Leadership deciding where AI fits in the roadmap
- Teams preparing an LLM app for a wider rollout
- Reducing the monthly bill of an existing AI product
- Adding guardrails and PII controls before a security review
Toolkit
Technology I use
- LangSmith
- Langfuse
- RAGAS
- LLM-as-a-Judge
- Prompt versioning
- A/B testing
- Guardrails
- PII detection
I pick tools to fit your environment and constraints, not the other way round. Models and vendors stay swappable.
Related experience
Built this before
From enterprise platforms I've built. Client names are withheld.
FAQ
Questions about ai strategy & audits
What do I get at the end of an audit?
A written report with findings ranked by impact, the evidence behind each one, and a prioritised plan with effort estimates, walked through together on a call.
Can you also implement the recommendations?
Yes. Many audits continue into a build or a retainer, but the report is written so your own team can act on it too.
Talk to me about ai strategy & audits
Tell me what you're trying to build. In a free 30-minute call we'll work out whether AI is the right tool, what it would take, and whether I'm the right person to build it.