5 phases.
One outcome: it works.

01
Discovery & Design
We understand the problem before proposing a solution.

On-site kickoff workshop, process analysis, stakeholder interviews, system and data review. We define the real problem together instead of building on assumptions.

Problem definitionProcess mapSolution architectureProject plan
1–2 weeks
02
Prototyping & Build
We build, not just document.

MVP development in short sprints, real user feedback after each sprint, and close iteration with your internal team. You see progress, not slideware.

Working MVPSprint reviewsUser testing
3–6 weeks
03
Red Flag Review
We actively look for what can go wrong.

Stress tests, security review, compliance checks, data protection review and bias testing where relevant. We name risks clearly and show how to address them before launch.

Red Flag reportSecurity auditCompliance reviewRisk mitigation
1–2 weeks
04
Launch & Integration
Go-live with the surrounding infrastructure in place.

Integration into your existing architecture, cloud or on-premise setup, monitoring, rollout and live handover with your team.

Live systemMonitoringIntegration protocol
2–4 weeks
05
Handover & Support
Your team takes over fully prepared.

Technical documentation, team briefing, knowledge transfer and four weeks of post-launch support. Ongoing operations can transition into AI Scale & Operate.

DocumentationTeam briefing4 weeks support
1–2 weeks
⚑ Red Flag Review
We are usually the first people to tell you what will break.

Before go-live, we run a structured review across technical, legal, compliance and operational risk. The result is a written Red Flag report with concrete actions, not vague concerns.

Technical
Stress tests, edge cases, model drift, failover, performance under load.
Legal & Compliance
GDPR review, EU AI Act relevance, vendor dependencies, data handling gaps.
Operational
Change management, user adoption, internal friction and process conflicts.

What drives us —
and what does not.

01 / Delivery over decks
We deliver, not present.

Every phase ends with a concrete output: a prototype, a live component, or a real report backed by evidence.

02 / Senior only
Your project stays with senior operators.

No bait-and-switch, no junior handoff after kickoff. The people in the room are the people doing the work.

03 / Fixed price
No billing surprises.

Packages have defined price, scope and delivery date. Scope changes are explicit and documented.

04 / Tech-agnostic
Best-fit technology, not partner-driven advice.

We work with AWS, Azure, Anthropic, OpenAI and open source depending on the use case, not on vendor incentives.

Built with what actually works.

We stay technology-agnostic. These are the platforms and building blocks we use regularly in delivery.

Amazon Web ServicesMicrosoft AzureAnthropic ClaudeOpenAI GPTOpen source LLMsRAGKnowledge graphsMake.comn8nHubSpotSAP integrationREST APIsPython / FastAPIGDPR-ready setupsOn-premise options
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