Slide contents

1. 1. AI Leaders: Business Lab for Executives — HSE Faculty of Computer Science

   AI Leaders: Business Lab for Executives — HSE Faculty of Computer Science

2. 2. Evolution of AI Project Approaches

3. 3. On-Premise Hardware

   Server room with GPU racks and cable trays

   polomodov.tech

4. 4. On-Premise Hardware

5. 5. Cloud Compute

6. 6. ML Tooling Evolves

7. 7. Foundation Models

8. 8. GenAI Applications

9. 9. Roles Shrink to Tiny Teams

10. 10. Cost Estimation and Hidden Line Items

11. 11. Technical Side

12. 12. Support Bot TCO

13. 13. From Parameters to Load

14. 14. OpenAI gpt-5.2: Cost

15. 15. OpenAI API: CAPEX, OPEX, team

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

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

18. 18. Qwen on Rented GPUs

19. 19. GPU Rental OPEX

20. 20. Three Deployment Strategies

21. 21. Case recommendation

22. 22. Materials

    API, GPU, self-host

    OpenAI API docs/pricing

    cloud.ru GPU pricing

    Hugging Face model/deploy docs

    FinOps unit economics

23. 23. Key Conclusions