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MoonShiftLab

A senior software engineering and AI studio. Germany · working with clients worldwide (remote).

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AI Integration Sprint · 2-3 weeks

AI features that survive contact with real users.

The gap between an impressive AI demo and a reliable AI product is evaluation, guardrails, and engineering discipline. That gap is exactly what this sprint closes, in two to three weeks, at a fixed price.

Discuss your AI sprint

from €7,500fixed scope, fixed price

This is for you if

  • Your product needs an assistant that answers from your own data, with citations
  • You want an agentic workflow that executes multi-step tasks, not just a chat window
  • You process documents by hand (invoices, contracts, reports) and want that automated with human review where it matters
  • You shipped an AI prototype internally and now need it production-ready

What you get

Every item below is part of the fixed written proposal. Nothing here is an upsell.

Working feature on your infrastructure

RAG pipelines, agentic workflows, AI bots, document extraction: built into your product, deployed to your cloud, under your accounts. You own everything from day one.

Evaluation harness with a quality report

A scored test set built with you before the feature is, so 'is it good enough?' has a number for an answer. The harness stays in your CI and catches regressions after we're gone.

Guardrails and safety

Prompt-injection defenses, PII handling, refusal behavior, and rate limits. The unglamorous work that keeps an AI feature from becoming an incident report.

Cost and latency budget

Model selection backed by measurements: quality per euro across providers, with a monthly cost projection at your usage levels. No surprise API bills.

How it runs

01

Intro call

30 minutes, free. We establish what you're building, what's blocking you, and whether we're the right fit. If we're not, we'll say so and point you somewhere better.

02

Written proposal

Within 48 hours you get a fixed scope, a price, and a timeline in writing, including what's explicitly out of scope. No surprises invoiced later.

03

Weekly working software

Every week ends with a demo of deployed software and a short written update. You always know where the project stands.

04

Handover & ownership

You own the code, the infrastructure, and the accounts from day one. Handover includes documentation and a walkthrough. No lock-in, ever.

Fair questions

Which models and providers do you work with?+

Anthropic and OpenAI primarily, plus open-weight models where data constraints or costs demand it. The choice follows the eval results and your privacy requirements, not fashion.

Our data is sensitive. Where does it go?+

The feature runs on your infrastructure under your accounts, with EU processing options where required. Data handling is part of the scope document, in writing, before work starts.

What if the quality just isn't there?+

That's what the evaluation-first approach is for: we measure feasibility on your real data in week one, before the bulk of the budget is spent. If the numbers say the use case isn't ready, you hear it early and we adjust scope or stop.

The studio also builds: Web applications & SaaS · Mobile apps (iOS & Android) · RAG & knowledge systems · Agentic workflows & AI assistants · Chat & voice bots · APIs & integrations· and more. If your project doesn't fit this package neatly, describe it anyway. Scope bends; standards don't.

Ready when you are.

Discuss your AI sprintWrite instead

Other engagements: Scoping & Roadmap Session · MVP & Product Build · Fractional Senior Engineering