JWConsultancy

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. 1.Intro call — 30 minutes to confirm fit and context.
  2. 2.Scoping — a defined backlog with acceptance criteria.
  3. 3.Sprint-based delivery with eval gates at each milestone.
  4. 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. 1.Quiz — helps scope the problem before we talk.
  2. 2.Scoping call — fixed-scope definition with pricing.
  3. 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.