Training · Consulting · Pilots

Build AI your team can use, test, and own

I help teams turn their knowledge and workflows into useful AI systems: RAG and hybrid search, digital assistants, and AI agents in software development. Start with a practical workshop, a focused decision, or a scoped pilot.

Where I can help

From better answers to better workflows

These areas can stand alone or connect. Retrieval gives an assistant relevant context; a well-scoped assistant can then support a task, with people and permissions in control.

RAG & hybrid search

Make your documents and data useful in AI answers. We examine sources, access rules, retrieval quality, citations, and failure cases. For hybrid RAG, we combine keyword and semantic search when testing shows it helps.

Typical output: a retrieval design, a small evaluation set, and a testable pilot.

Digital assistants

Design an assistant around a real question or task for your team or customers. Define what it may answer or do, connect approved tools where useful, and plan handoff to a person.

Typical output: a scoped assistant flow, prototype, and checks for useful responses.

Agentic workflows in the SDLC

Give AI coding agents a useful role in planning, implementation, tests, and pull requests. Set repository instructions, access boundaries, CI checks, and human approval points.

Typical output: a one-repository review or pilot your engineering team can run and improve.

A good starting point

Bring a real use case, not a finished specification

A representative document set, repeated support question, or active repository is enough to start. We identify the user, the decision or task, what success looks like, and the smallest useful next step.

Ways to work together

Choose the help you need now

A short call can confirm fit. Paid work has a defined question, team outcome, or pilot scope before it begins.

Free · 15 minutes

Fit check

Tell me the use case and who owns it. We decide whether training, technical advice, or a project is the right next step. No assessment or solution design is included.

Book a free fit check

Paid · €95 · 45 minutes

Technical advisory

Bring one focused question about retrieval, an assistant, or an agentic workflow. We work through options and leave with a concrete next step. No formal audit is included.

Book technical advisory

Paid · scoped quote

Practical team training

A two-hour workshop built around your team's use case, with exercises and a take-home checklist. Choose RAG, assistants, or agentic development; combine topics in a larger format.

Ask about training

Paid · scoped quote

Consulting & pilot

Work together on architecture, a prototype, evaluation, and handover for one use case. We agree on inputs, outputs, and boundaries before starting.

Discuss a scoped project

A defined first project for engineering teams

One-repository workflow review · €750 fixed fee

I review agent instructions, access boundaries, and pull-request and CI checks for one repository. You receive a prioritized fix list and scoped pilot plan within one week of receiving access. This is not a penetration test or compliance certification.

Ask about the repository review

How the work moves forward

Frame

Choose the user, task, available data or tools, and a useful result to test.

Test

Run a workshop, review, or small pilot against real questions and failure cases.

Hand over

Leave your team with decisions, next steps, and the knowledge to operate or extend the work.

FAQ

Do we need to know whether RAG, an assistant, or an agent is the answer?

No. Start with the question or workflow. We choose the simplest useful approach after looking at the source material, users, and task.

Can you train our team as well as build with us?

Yes. Training can stand alone or accompany a pilot. We scope it around your team's examples and the decisions they need to make.

What happens in the free fit check?

We spend 15 minutes on your use case, team, and next step. Technical diagnosis and architecture work belong in paid advisory or a scoped project.

How are larger engagements priced?

The one-repository workflow review has a fixed fee of €750. Training and other consulting projects are quoted after we agree on scope and deliverables.