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Building a Usage Dashboard for Your Team's AI Tool Spend

A practical engineering guide to building a real-time team AI tool usage and FinOps cost dashboard in 2026. Learn OpenTelemetry metrics, Prometheus, and React code.

Sachin Sharma
Sachin SharmaCreator
Aug 1, 2026
4 min read
Building a Usage Dashboard for Your Team's AI Tool Spend
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A practical engineering guide to building a real-time team AI tool usage and FinOps cost dashboard in 2026. Learn OpenTelemetry metrics, Prometheus, and React code.

Usage DashboardFinOpsOpenTelemetryDevOpsTypeScriptReact
Sachin Sharma

Sachin Sharma

Software Developer & Mobile Engineer

Building digital experiences at the intersection of design and code. Sharing weekly insights on engineering, productivity, and the future of tech.

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