Services / Technical delivery

AI engineering with a defined boundary.

From a five-day architecture decision to a production build: senior-led delivery for teams that need a working system, not an open-ended experiment.

ENGAGEMENT STATUS
Delivery
Senior-led
Scope
Fixed boundary
Handoff
Documented
Location
Remote / EU
01

Architecture Review

Turn a fuzzy AI opportunity or fragile prototype into a bounded system, risk register, and staged implementation plan.

  • A clear system boundary
  • Build-versus-buy decisions
  • A realistic delivery sequence
  • Known risks before implementation
02

AI Integration

Production integrations across APIs, business tools, documents, and existing workflows—with explicit permissions and recoverable failure paths.

  • One working production workflow
  • Less manual handoff
  • Clear ownership and observability
  • A system the internal team can operate
03

Custom MCP Server

A custom Model Context Protocol server built around your API, service, or data—with authentication, input validation, safe network boundaries, and typed failures.

  • A focused tool surface
  • Predictable AI-client behavior
  • Inspectable source and documentation
  • A reusable integration boundary
04

Agent Systems

Build a bounded agent workflow that can call tools, resume work, handle errors, and keep a human in control of consequential actions.

  • A production agent workflow
  • Visible state and decisions
  • Controlled tool access
  • Operational ownership after handoff
05

RAG Systems

A retrieval system designed around source quality, permissions, citations, evaluation, and the questions people actually ask.

  • Permission-aware retrieval
  • Cited answers
  • Measured retrieval quality
  • A maintainable ingestion path
06

Production Hardening

Review and repair the missing layers between a convincing demo and a system that can handle users, failures, cost, and operational scrutiny.

  • Known and prioritized risks
  • Lower failure uncertainty
  • Usable observability
  • A credible production path
Paid entry engagement · €1,500

Start with the system boundary.

The Architecture Review turns a use case, prototype, or delivery opportunity into a defensible implementation plan in five business days.