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Michel.

Join GmbH

Michel Fritzsch

AI Expert | Generative AI & Enterprise Search

From system administrator to enterprise search expert to AI expert – with a foundation in infrastructure, depth in Sinequa and a focus on RAG, CompanyGPT and measurable AI solutions.

Eisenach, Thuringia, Germany

Sinequa Certified ProfessionalArchitecture Expert
11+
Years IT foundation
10+
Years enterprise search
AI expert
Today's focus
Michel Fritzsch – AI expert for generative AI and enterprise search

Profile

About Me

My career started in system administration – servers, networks, integration and troubleshooting as a solid foundation. Over the years that grew into enterprise search expertise with Sinequa, relevance engineering and complex search architectures. Today I am an AI expert: I help organizations with generative AI, RAG and corporate AI platforms like CompanyGPT – always with a focus on data sovereignty, governance and real business value.

At Join GmbH I connect all three worlds: operational IT understanding, search and knowledge platforms, and the introduction of AI in the enterprise – from readiness and architecture through pilots to operations.

Consulting services

  • AI strategy & CompanyGPTUse-case prioritization, platform selection, governance and rollout of corporate AI
  • RAG & generative AIACL-safe retrieval pipelines, evaluation and production GenAI use cases
  • Enterprise search & SinequaSearch architecture, connectors, semantic search and relevance tuning
  • Operations & incident responseMonitoring, relevance regressions, runbooks and structured triage during outages
Generative AI & RAGEnterprise KI / CompanyGPTEnterprise Search & Sinequa

Good enterprise AI needs more than a model – it needs sources, access rights, governance and measurable relevance.

Michel Fritzsch

From sysadmin to AI expert

Foundation

System administrator

Apprenticeship and early years as technical consultant at BSS: infrastructure, integration, monitoring and stable operations.

Deepening

Enterprise search expert

Sinequa, index architecture, semantic search and relevance – knowledge as a central enterprise platform.

Today

AI expert

RAG, generative AI, CompanyGPT and enterprise AI with a focus on GDPR, integration and measurable outcomes.

8+ years at Join GmbH – one continuous path from foundation to AI expertise.

Expertise

Areas of Expertise

From system administrator via enterprise search to AI expert – three stages, one thread

LLMs

AI expert – generative AI, RAG and enterprise AI

Today's focus: corporate AI with CompanyGPT, RAG pipelines and LLM integration – secure, governance-ready and with measurable impact instead of demos alone.

  • Large Language Models (LLMs)
  • Retrieval-Augmented Generation (RAG)
  • Prompt engineering & orchestration
  • AI integration into existing systems
  • Use case evaluation by ROI
LLMsRAGCompanyGPTGenerative AIEmbeddings

Sinequa Certified Professional

Enterprise search – the bridge to corporate knowledge

Over a decade of Sinequa practice, index architecture and relevance engineering. Enterprise search is today the foundation for RAG and corporate AI – not a replacement for it.

  • Deep Sinequa expertise – implementation, operations & relevance tuning
  • Search architecture & indexing
  • Semantic & vector search
  • RAG integration with enterprise knowledge
  • Relevance tuning & monitoring
  • Scaling in enterprise environments
Sinequa Certified ProfessionalArchitecture ExpertSemantic SearchVector SearchEnterprise SearchRAG

KI-Strategie

AI consulting – from idea to production

Guiding AI initiatives with business case, stakeholder alignment and realistic roadmaps – from pilot to rollout.

  • IT and AI strategy aligned with business goals
  • Requirements analysis & solution design
  • Communication between business, IT and management
  • Roadmaps, prioritization & realistic project planning
  • Benefit assessment, ROI and measurable project outcomes
KI-StrategieRequirements AnalysisROIChange ManagementGovernance

Linux

Foundation – system administration

Where it all began: infrastructure, operations and system integration as the base for stable search and AI landscapes.

  • Server & network administration
  • System integration & interfaces
  • Operations & monitoring
  • Security & access concepts
  • Troubleshooting in production environments
LinuxWindows ServerNetzwerkMonitoringSystemintegration

Expertise

Trainer – mentoring IT specialists

As a trainer I guide IT apprentices at Join GmbH and teach practical knowledge in system administration, system integration and modern IT infrastructure.

  • Training planning & mentoring
  • Practical sysadmin & integration knowledge
  • Exam preparation
  • Bridge between training and enterprise IT projects
  • Mentoring the next generation of IT specialists
AusbilderFachinformatikerSystemintegrationMentoring

Join solutions

From idea to solution

CompanyGPT by Join – the secure AI platform for enterprises and public administration

As an AI expert at Join I guide the path from idea to corporate AI: CompanyGPT for enterprises, RathausGPT for public administration – GDPR-compliant, integrable and with a clear governance framework.

The path to your own corporate AI

Idea & use case

Potential analysis, prioritization and pilot scoping with measurable goals for business and IT.

Architecture & governance

LLM selection, hosting model (on-prem, EU cloud, hybrid), GDPR and AI Act compliance.

Integration

Connect Microsoft 365, CRM, ERP and knowledge sources – including SSO and audit trails.

Rollout & enablement

Training, policies, change champions and phased introduction across departments.

Operations & scale

Monitoring, cost control, relevance tuning and expansion to further use cases.

CompanyGPT

Your corporate AI platform – often described as “ChatGPT for business”. Uses internal knowledge in a GDPR-compliant way, is LLM-agnostic and integrates into global IT landscapes.

  • GDPR-compliant with EU hosting, on-prem or offline operation
  • Flexible with GPT, Gemini, Copilot and other models
  • SSO, APIs and governance for Microsoft 365, CRM and ERP
More on ki.join.de

AI in public administration

RathausGPT as a sovereign alternative for municipalities and authorities – open source, F13-compatible and without data leakage to external clouds.

  • Digital sovereignty: own hardware or municipal data centres
  • F13-compatible for seamless integration with administration applications
  • Open source without per-user licence fees, with Join enterprise services
More on ki.join.de

Data sovereignty

No sharing of sensitive corporate or citizen data with public AI services.

Governance

Roles, policies, audit trails and central model management from one place.

Knowledge management

Intelligent search, summaries and answers based on internal sources.

Model flexibility

LLM-agnostic architecture – the best model per use case, without vendor lock-in.

Interested in CompanyGPT?

Visit ki.join.de for details on architecture, compliance and use cases. For a personal conversation about your use case, reach me on LinkedIn.

References

Selected project examples

Enterprise Search, Microsoft 365/Azure and AI — anonymized insights from long-running client work

Automotive

5+ years

Enterprise Search at a major German automotive manufacturer

Delivery

Built and operated a multi-server cloud environment for Enterprise Search across several million documents — including automatic person recognition in content.

Outcome

A scalable search platform for large document estates in a distributed cloud architecture.

Enterprise SearchMulti-Server CloudPerson RecognitionSinequa

Financial services

10+ years — ongoing

Enterprise Search at a major German bank

Delivery

Long-term evolution of Enterprise Search plus additional search for public and internal portals.

Outcome

Consistent search across internal knowledge sources and portal landscapes — continuously operated and extended.

Enterprise SearchPortal SearchIntranetExtranet

Electrical & energy technology

5+ years

Enterprise Search at a major electrical and energy technology manufacturer

Delivery

Introduced and evolved an Enterprise Search solution for several million documents across complex technical and corporate sources.

Outcome

Reliable search over large technical and organizational document collections.

Enterprise SearchMillions of DocumentsSinequa

Mid-market · Microsoft

Many projects

Microsoft 365 and Azure for mid-sized companies

Delivery

Numerous projects around Microsoft 365 and Azure — from introduction and integration to operations and evolution in mid-market IT landscapes.

Outcome

Practical cloud and productivity solutions tailored to mid-market needs.

Microsoft 365AzureMid-market

Mid-market & municipalities · AI

Many projects

AI projects for companies and public administration

Delivery

Many AI projects for mid-sized companies and municipalities — from use cases and architecture to secure, governance-ready solutions.

Outcome

Concrete AI applications focused on value, integration and data protection.

Generative AIRAGCompanyGPTMunicipalities

All profiles are anonymized and describe typical project types without naming individual customers.

Career

Experience

Join GmbH

7 years 10 months · since Sep 2018

Technical Consultant · AI & Enterprise Search

Sep 2018 – Present

Eisenach

  • AI and RAG use cases, CompanyGPT rollouts and enterprise search architectures in production
  • Sinequa implementations, relevance tuning and operational support as the foundation for GenAI
  • ACL-safe retrieval, evaluation and governance for corporate AI
  • Incident support, monitoring and continuous improvement of search and AI quality
Generative AIRAGCompanyGPTEnterprise Search

BSS Business Software Solutions GmbH

3 years 10 months · Nov 2014 – Aug 2018

Technical Consultant · System Integration

Nov 2014 – Aug 2018

Eisenach

  • System integration, interfaces and stable operations at BSS
  • Technical customer consulting and project delivery in enterprise IT environments
  • Troubleshooting, documentation and handover into steady-state operations
SystemintegrationTechnical Consultant

Qualifications

Education & Training

My Education

IT Specialist for System Integration

Andreas-Gordon-Schule Erfurt

Graduated June 2014

Training as IT specialist for system integration remains the solid foundation for infrastructure, integration and troubleshooting in complex customer projects.

As Trainer

Training IT apprentices at Join GmbH – practical, structured and focused on enterprise IT.

Join GmbHIT Specialist System Integration

  • Training planning aligned with vocational exam requirements and real operations
  • Exercises on networking, Linux, AD and monitoring with real troubleshooting context
  • Linked to the interactive Roadmap and Sysadmin Cheat Sheet tools on this website

The training area with learning path, subnetting, tasks, exam simulation, oral exam and glossary is available on dedicated sub-pages.

FAQ

Frequently Asked Questions

Connect

Contact

Interested in AI strategy, CompanyGPT, RAG or enterprise search? I look forward to connecting.

Contact exclusively via LinkedIn.

Typical conversation starters

  • AI & search readinessIs the organization ready for corporate AI, RAG or enterprise search?
  • RAG & GenAI designUse cases, architecture, ACL and evaluation in enterprise context
  • Incident reviewStructured triage and actions for search or AI outages
  • CompanyGPT & AI architecturePlatform selection, governance, integration and rollout

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