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Serban Mogos

What I do

Services

As an AI architect, I work with companies at every stage of adoption, from AI strategy through technical architecture to production-grade autonomous systems.

AI Strategy & Roadmap

AI strategy that aligns with business objectives. I audit current operations, map automation opportunities, select the right tools and platforms, and build adoption roadmaps grounded in your specific workflows, data, and team capabilities. No hype. No generic playbooks.

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  • Technology audit & data readiness assessment
  • Automation opportunity map ranked by ROI
  • 12-month adoption roadmap with quarterly gates
  • Build vs. buy analysis per opportunity

Technical Architecture

AI architecture that survives production. I design scalable AI systems end-to-end: agent architectures for autonomous operations, vector search for knowledge retrieval, decision engines for real-time judgment, data pipelines that handle edge cases and degrade gracefully.

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  • System architecture with data flow diagrams
  • Technology selection with trade-off analysis
  • Integration plan with existing infrastructure
  • Production deployment & monitoring strategy

Agent Systems & Autonomous Operations

The frontier: AI systems that coordinate, learn, and improve. Fleet orchestration for managing multiple agents, reliability engineering to keep them running, scored improvement loops so they measurably get better. Manual workflows become self-improving pipelines.

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  • Agent fleet design with orchestration topology
  • Quality gates & improvement loop architecture
  • Monitoring, observability & liveness instrumentation
  • Prototype-to-production handoff plan

Venture Building

End-to-end venture architecture, from thesis to product-market fit. I help founders and investors structure AI-native ventures, design go-to-market strategy, build fundraising materials, and architect the technical foundation. Deep tech venture building with operational discipline.

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  • Venture thesis & market positioning
  • Go-to-market strategy & execution plan
  • Fundraising deck & investor materials
  • Technical architecture & product roadmap

AI Governance & Risk

Make autonomous systems trustworthy. I design governance frameworks, safety boundaries, audit trails, and compliance protocols for AI transformation programs. Evidence chains so you can prove what your AI did and why. Essential for regulated industries and digital transformation at scale.

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  • Governance framework & decision audit trail
  • Safety boundaries & escalation protocols
  • Compliance mapping (Swiss & EU AI Act)
  • Risk assessment & mitigation playbook

AI Due Diligence

Technical due diligence for AI investments and acquisitions. I evaluate AI claims, audit technical architecture, assess team capability, and identify risks before capital is deployed. Built on experience from both sides of the table, as investor and founder.

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  • Technical architecture assessment & risk matrix
  • Team capability evaluation
  • Data moat & defensibility analysis
  • Structured diligence report with go/no-go recommendation

Team Training & AI Enablement

Drive AI transformation from within. Turn your existing team into an AI-capable organization through hands-on workshops on prompt engineering, agent design, and AI integration patterns. Not theory lectures, building sessions where your team ships real prototypes.

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  • Custom workshop curriculum for your stack
  • Hands-on prototype building sessions
  • Internal AI playbook & best practices guide
  • Ongoing advisory & office hours
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