# Improve cost visibility and operational insight

> Agno now provides more accurate metric tracking for workflows using OpenAI Responses. This gives teams clearer visibility into usage, performance, and cost drivers when running agentic systems in…

- Published: 2025-09-16
- Author: Agno Team
- Category: Changelog
- Canonical: https://agno-com-nine.vercel.app/articles/improve-cost-visibility-and-operational-insight
- Markdown: https://agno-com-nine.vercel.app/articles/improve-cost-visibility-and-operational-insight.md

Agno now provides more accurate metric tracking for workflows using OpenAI Responses. This gives teams clearer visibility into usage, performance, and cost drivers when running agentic systems in production.

**Why this matters:**

- Improves observability and cost governance
- Supports more accurate monitoring and reporting
- Helps teams operate AI workloads more predictably