You have a problem that AI could solve? Reruption builds working proof of concepts / demos for 5,000–8,000€ in 4–6 weeks for manufacturing companies in DACH.
What else we do
AI Strategy
Identify high-value use cases, design the roadmap, and define technical foundations.
AI Security & Compliance
Ensure safe, compliant, enterprise-ready deployments. From AI Act to internal policies.
AI Enablement
Equip teams with skills, tools, and ongoing support to use AI effectively.
Build an AI system with us now!
We build a proof of concept for your problem for 5,000–8,000€. You get a tangible demo instead of slides with promises.
1. AI Strategy
Identify high-value use cases, design the roadmap, and define technical foundations.
Modules
- AI Readiness Assessment
- Use Case Discovery (across 20 departments)
- Prioritization & Business Case Modelling
- Technical Architecture & Model Selection
- Data Foundations Assessment
- Pilot Design & Success Metrics
- AI Governance Framework
- Change & Adoption Planning
What falls under this pillar: Pilots, automation opportunities, AI marketing use cases, AI copilots, analytics initiatives — everything starts here with clear reasoning and ROI logic.
2. AI Engineering
Build production-grade AI systems — fast, secure, and tailored to enterprise workflows.
Modules
- Custom LLM Applications
- Internal Copilots & Agents (multi-step workflows)
- API/Backend Development (OpenAI/Groq/Anthropic integrations)
- Private Chatbots (model-agnostic, no-RAG knowledge systems)
- Data Pipelines & Analytics Tools (ETL, dashboards, forecasting)
- Programmatic Content Engines (SEO, docs, communication systems)
- Self-Hosted AI Infrastructure (Hetzner, Coolify, MinIO, Traefik)
- Enterprise Knowledge Systems (Postgres + pgvector)
What falls under this pillar: All build work: pilots, workflow automation, dashboards, copilots, ERP extensions, marketing tooling, analytics models, internal tools, agents.
3. AI Security & Compliance
Ensure safe, compliant, enterprise-ready deployments.
Modules
- Secure Self-Hosting & Data Separation
- Model Access Controls & Audit Logging
- Privacy Impact Assessments
- AI Risk & Safety Frameworks
- Compliance Automation (ISO/NIST templates)
- Data Governance (classification, retention, lineage)
- Safe Prompting & Output Controls
- Evaluation & Red-Teaming of AI Systems
What falls under this pillar: Everything security-related: deployment hardening, compliance workflows, auditability, data isolation, safety testing, secure architecture.
4. AI Enablement
Equip teams with skills, tools, and ongoing support to use AI effectively.
Modules
- Executive Workshops (C-Level & Directors)
- Department Bootcamps (HR, Finance, Ops, Sales)
- AI Builder Track (non-technical → mildly technical creators)
- Enterprise Prompting Frameworks
- Playbooks for Each Department
- On-the-Job Coaching (using the tools you built)
- Internal AI Communities of Practice
- AI Governance Training
What falls under this pillar: Professional upskilling, adoption support, making AI tools actually used, and turning employees into confident AI operators.
Contact Us!
Contact Directly
Philipp M. W. Hoffmann
Founder & Partner
Address
Reruption GmbH
Falkertstraße 2
70176 Stuttgart
Contact
Phone