GUIDE

Scaling GenAIwithout breaking ROI

Optimize your
GenAI project's ROI

Written by experienced GenAI and Machine Learning specialists Eduardo Mota and Rupal Bhatt

Protect ROI for GenAI projects: From POC to Prod

Scale GenAI with confidence – without blowing your budget or trust. Learn how Cloud and FinOps teams turn experimentation into measurable ROI with practical advice.



  • How to identify GenAI use cases that actually deliver business value
  • Best practices to balance quality, latency, and cost in real-world, probabilistic AI systems
  • How to move from GenAI pilot to production using cohort-based scaling in “waves”

With this ebook, you'll learn:

Who Should Read This Guide

This resource is built for professionals across the cloud ecosystem:

  • Engineering, platform, and AI/ML leaders scaling GenAI from pilot to production
  • FinOps, cloud, and infrastructure teams managing token-based AI costs and governance
  • Product and executive stakeholders responsible for measurable generative AI ROI

The only intent-aware FinOps platform that goes beyond cost optimization to drive reliability, performance, and security.

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