TL;DR
JW Consultancy provides Fractional AI Engineering and AI Solutions Build for regulated industries including pharma, MedTech, and GxP environments. Jelino Walker is embedded as a senior AI/LLM engineer on a sprint basis to ship multi-agent LLM systems, RAG pipelines, and LLM evaluation harnesses. Based in Breda, Netherlands, working remotely across EU clients. Rates are by request after a scoping quiz.
Track A
Fractional AI Engineering
Embedded AI/LLM engineer for regulated-industry environments, including GxP and pharma. You get a senior AI engineer on a sprint basis who understands compliance as deeply as the model architecture. This is not advisory work.
Deliverables
- →Multi-agent LLM systems
- →RAG pipelines
- →LLM evaluation harnesses
- →MCP servers
- →LangGraph orchestration
How it works
- 1.Intro call — 30 minutes to confirm fit and context.
- 2.Scoping — a defined backlog with acceptance criteria.
- 3.Sprint-based delivery with eval gates at each milestone.
- 4.Handoff with documentation and test harness.
I take on projects where production reliability and regulated-environment constraints are the hard part.
Track B
AI Solutions Build
End-to-end AI product, from scoping to a shipped production system. For teams that need something built, not advised on. No proof of concept. No roadmap delivery.
What you get
A working production system. Not a prototype, not a report, not a slide deck. Scoped, built, and handed over with documentation.
How it works
- 1.Quiz — helps scope the problem before we talk.
- 2.Scoping call — fixed-scope definition with pricing.
- 3.Fixed-scope build with staged delivery and sign-off.
For teams that need something built, not advised on.
Rates
By request — the quiz helps me scope before we talk. No public pricing.
Questions
- What industries do you work in?
- Regulated industries: pharma, MedTech, GxP, and enterprise IT with compliance constraints.
- What does fractional AI engineering mean?
- Embedded as a senior AI/LLM engineer on a sprint basis, not a full-time hire.
- How long does a project take?
- Typically 4–12 weeks per scoped sprint depending on complexity.
- Do you work remotely?
- Yes, based in Breda, Netherlands, working remotely across EU clients.
- What stack do you use?
- LangGraph, PydanticAI, RAG/pgvector, LLM eval harnesses, MCP servers, FastAPI, Next.js.