Roles & skills
Every role a digital company needs, including the ones AI created.
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Frontend
- Roles
- Frontend developer, UI engineer, web developer
- Typical stacks / tools
- React, TypeScript, Angular, Vue, Fluent UI, Tailwind
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Backend
- Roles
- Backend developer, API engineer, integration engineer
- Typical stacks / tools
- Python, Java, .NET, Node.js, REST/GraphQL, SAP/ERP integration
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Full-stack & mobile
- Roles
- Full-stack developer, mobile developer (iOS, Android, cross-platform)
- Typical stacks / tools
- React Native, Flutter, Swift, Kotlin
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Data engineering
- Roles
- Data engineer, BI developer, analytics engineer
- Typical stacks / tools
- dbt, SQL, PostgreSQL, Azure Data, Power BI
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Data science & ML
- Roles
- Data scientist, ML engineer, forecasting and optimisation specialist
- Typical stacks / tools
- Python, scikit-learn, forecasting ensembles, OR-Tools
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AI engineering
- Roles
- AI engineer, agent engineer, prompt & evaluation engineer, RAG engineer, MLOps engineer
- Typical stacks / tools
- LLM APIs via EU endpoints, MCP, vector databases, evaluation frameworks
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Quality
- Roles
- QA engineer, test-automation engineer, AI quality & evaluation specialist
- Typical stacks / tools
- Playwright, Cypress, pytest, regression suites, reference sets
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DevOps & cloud
- Roles
- DevOps engineer, cloud engineer, SRE, security engineer
- Typical stacks / tools
- Azure, Terraform, containers, CI/CD, monitoring
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Design
- Roles
- UX/UI designer, product designer
- Typical stacks / tools
- Figma, design systems
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Leadership
- Roles
- Project manager (German-speaking), scrum master, product owner, tech lead, solution architect
- Typical stacks / tools
- Two-week sprints, steering cadence, controlling board
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AI operations
- Roles
- Data annotation (text, image, audio, video), proofreading & validation, AI-enabled process operations, multilingual support
- Typical stacks / tools
- Six-Sigma-inspired quality process, error rates under 1 %
Rates: one rate card by role and seniority, plus a flat fee for German-speaking project management, disclosed in the first call, never on the site. No surprises.
Start with one process.
A 45-minute call. We look at two or three of your processes and tell you honestly whether automation pays. If it does, you get your complete pipeline designed free of charge, and the first automation live in 30 days.