Implementation · Full solution
I build the complete solution: architecture decisions, code, integration into your system, tests and handover. Typically 80–200 h. All documented.
OUTCOME
Production-ready code with tests. Multi-agent setup when needed. Full integration into your systems (APIs, databases, third-party tools). Live deployment incl. monitoring. Handover training for your team. Documentation that stays maintainable.
Kick-off → prototype (fast) → validation → handover. Fixed or time-and-material — your call.
HOW I WORK
I use Claude Code with multi-agent setups to build prototypes in days rather than weeks. The LLM agent handles boilerplate, tests, and documentation — I decide on architecture, review the diff, and roll out. Every commit is readable, every test runs, every decision is traceable in the repo.
Example
Client project onboarding typically takes four to eight weeks to get off the ground. With a simple tool chain, the first productive exchange happens in minutes — not in theory, but reproducibly.
Claude Project: set name, system prompt ("Reply only using sources from the uploaded documents."), and team access.
Three PDF documents (tender, technical specification, framework agreement) via drag-and-drop. Summary appears automatically.
CSV with line items and market prices. First calculation as a bar chart with variance commentary.
Every new document, request, and meeting record lands in the container and is linked with context. After one week: a fully searchable project history with sources.
Every answer in client interactions has a source reference — no statements without evidence.
Project onboarding time: from weeks to days, because the container carries the learning curve, not the individual.
Handover during leave or role changes without knowledge loss — the container is the documentation.
Scalable to all knowledge-intensive processes: tenders, supplier evaluations, HR onboarding, compliance reviews.
The tool chain itself is trivial — the lever is the champion who establishes it for their area. Implementation takes two to six weeks with a pilot project. Start with an area where the recurring task is measurable.
PROCESS
Which tech? Database? Hosting? Auth? LLM provider? We settle these decisions before the first commit lands.
Fast iterations: build MVP features, validate with test data, incorporate feedback. You see progress every 2–3 days.
Write tests, cover edge cases, remove performance bottlenecks. Real data, real load. All green.
Deployment into your production. Monitoring set up. All levers explained. Your team can turn them themselves.
REFERENCES
Autonomous agent with prompt-injection defence (Soft-SGR + 5-layer hardening). Scoring based on observable side effects. 3-h build window, eval against 104 tasks.
AI-assisted accounting for Austrian companies. Multi-agent architecture (read/validate/post). Customer saves 15+ h/month of data-entry work.
30-minute intro call. Afterwards you know whether it fits.