AI Cost Savings Unlocking Hidden Engineering Value

Jun 9, 2026

Bain says AI cost savings aren't arriving. But the value isn't missing, it's invisible.

Most engineering teams can see token spend. They can see AI usage. What they can't see is whether any of it shipped, and whether it moved the needle on delivery.

That's the measurement gap. And until it closes, AI ROI will keep looking worse than it should.

Harness Cloud & AI Cost Management (CACM) connects AI spend to shipped work and outcomes — giving teams unit economics at the inference level, cross-provider visibility across OpenAI, Anthropic, Bedrock, and Vertex AI, and request-level attribution to the agent, session, or workflow that triggered the spend.

Follow Mridhula Venkat on LinkedIn: https://www.linkedin.com/in/mridhula-venkat/

🔗 Harness: https://www.harness.io

🔗 CACM product: https://www.harness.io/products/cloud-ai-cost-management

🔗 Blog: https://www.harness.io/blog/harness-ai-cost-management-may-28-release

🔗 Book a demo: https://www.harness.io/demo/cloud-ai-cost-management

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