Lucian Lungu← Catalogue
05

AI Integration Strategy

Strategic plan for integrating AI / LLM / agent capabilities into your product, responsibly.

4 weeks

Who this is for

Mid-market companies wanting AI without making the classic mistakes (RAG-when-you-needed-fine-tune, fine-tune-when-you-needed-RAG, ungoverned agents).

When you need it

'We need to do AI' has graduated into 'we need to do AI responsibly and competitively' - and you can feel that the in-house team alone can't navigate this safely.

What's delivered

  • AI capability roadmap - what's worth doing, in what order, and what's deliberately not pursued yet
  • Architecture for LLM/RAG/agent integration into the existing product
  • Vendor analysis: OpenAI vs Anthropic vs open-source vs gateway routing
  • Eval framework - how to measure that the AI is doing what it claims to do
  • Trust & governance scaffolding - agent authorisation, audit trails, human-in-the-loop boundaries (WARRANT-aligned)
  • Cost / latency analysis with budgets per workflow stage
  • EU AI Act and NIST AI RMF alignment notes

Why this consultant

Co-author of the WARRANT Standard - the open specification for autonomous agent authorisation. Design informed by frontier work currently being defined.

Investment
Named on the fit call

Fixed price, fixed scope. Every engagement carries the four guarantees: Sprint 1 Escape Hatch, Board-Ready Quality, Three-Client Cap, Skin-in-the-Game Pledge.