# Making agentic token costs visible in production

DevFeed: [Making agentic token costs visible in production](<https://devfeed.tech/articles/making-agentic-token-costs-visible-in-production-2290.md>)

Original publisher: [Read original article](<https://www.datadoghq.com/blog/making-agentic-token-costs-visible-in-production/>)

Author: Natasha Silva

Published: 2026-07-10T00:00:00Z

Content type: tutorial

Language: en

Sources: [Datadog | The Monitor blog](<https://devfeed.tech/sources/datadog-the-monitor-blog.md>)

Topics: [AI Bots](<https://devfeed.tech/topics/ai-bots.md>)

Tags: [agent-observability](<https://devfeed.tech/tags/agent-observability.md>), [agentic](<https://devfeed.tech/tags/agentic.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-observability](<https://devfeed.tech/tags/ai-observability.md>), [cloud-cost-management](<https://devfeed.tech/tags/cloud-cost-management.md>), [cost](<https://devfeed.tech/tags/cost.md>), [finops](<https://devfeed.tech/tags/finops.md>), [instrumentation](<https://devfeed.tech/tags/instrumentation.md>), [mcp](<https://devfeed.tech/tags/mcp.md>), [monitor](<https://devfeed.tech/tags/monitor.md>), [production](<https://devfeed.tech/tags/production.md>), [tools](<https://devfeed.tech/tags/tools.md>)

## AI overview

A guide to identifying, reducing, and monitoring token costs in production agentic systems. It explains how tool schemas, session history, and retrieval loops add recurring token usage, and recommends loading only the tools required for each task.

## Source excerpt

Learn where agentic token costs come from, how to reduce them across tool definitions, session history, and retrieval loops, and how to monitor spend.