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Under the Hood: Building the Infrastructure for GPU Cost Attribution

About this event

You can't manage what you can't measure, and measuring GPU usage at OpenAI's scale requires building tools that didn't exist yesterday.

Join Siddharth Jain (Staff Software Engineer, OpenAI), Andrey Zhmaylik (Director of Governance Engineering, Epic Games), and Maksim Kogan (VP Solutions and Success, Finout) for a deep technical conversation on the data architecture required to sustain hyper-growth. If you're a Data Engineer, FinOps Practitioner, or Infra Lead currently navigating the "Compute Emergency," this session is built for you.

What we'll cover:

  • Internal Telemetry: Building custom logging to track GPU requests at the user and feature level
  • The Translator Problem: Converting raw API calls (Grafana/Prometheus) into a unified billing source of truth
  • Proportionate Allocation: Accurately attributing secondary costs (CPU, networking, storage) based on GPU consumption

Expect a candid, engineering-first discussion on the systems powering cost visibility at the frontier of AI infrastructure.

Hosted by

  • External speaker
    E
    Andrey Zhmaylik Director Governance Engineering @ Epic Games
  • External speaker
    E
    Siddharth Jain Staff Software Engineer @ OpenAI
  • External speaker
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    Maksim Kogan VP Solutions and Success @ Finout.io

Finout

​​In the agentic era, infrastructure and spend evolve faster than teams can track. Finout helps FinOps teams manage this complexity by turning shared, dynamic costs into clear ownership, accurate allocation, and actionable unit economics across AI, cloud, and Kubernetes.