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HSE University · Faculty of Computer Science

AI Leaders

Business Lab for Executives

Slide contents

  1. 1. AI Leaders

    Business Lab for Executives

  2. 2. Evolution of AI Project Approaches

  3. 3. On-Premise Hardware

  4. 4. Cloud Compute

  5. 5. ML Tooling Evolves

  6. 6. Foundation Models

  7. 7. GenAI Applications

  8. 8. Roles Shrink to Tiny Teams

  9. 9. Cost Estimation and Hidden Line Items

  10. 10. Technical Side

  11. 11. Support Bot TCO

  12. 12. From Parameters to Load

  13. 13. OpenAI gpt-5.2: Cost

  14. 14. OpenAI API: CAPEX, OPEX, team, speed

  15. 15. Qwen Self-Host: 5 sec SLA

  16. 16. Self-Host: CAPEX, OPEX, team

  17. 17. Qwen on Rented GPUs

  18. 18. GPU Rental OPEX

  19. 19. Three Deployment Strategies

  20. 20. Case recommendation

  21. 21. Materials

    API, GPU, self-host

    OpenAI API docs/pricing

    cloud.ru GPU price list, February 2026

    Hugging Face, Qwen: models and speed

    FinOps unit economics

  22. 22. Key Conclusions