# Managing Agentic AI Costs at Scale

DevFeed: [Managing Agentic AI Costs at Scale](<https://devfeed.tech/articles/the-bill-arrives-how-to-manage-agentic-ai-costs-at-scale-23736.md>)

Original publisher: [Read original article](<https://cockroachlabs.com/blog/agentic-ai-costs-at-scale>)

Author: Quentin Packard

Published: 2026-06-10T00:00:00Z

Content type: article

Language: en

Sources: [Cockroach Labs](<https://devfeed.tech/sources/cockroach-labs.md>)

Topics: [AI Agent](<https://devfeed.tech/topics/ai-agent.md>), [agentic workflows](<https://devfeed.tech/topics/agentic-workflows.md>), [Claude Code](<https://devfeed.tech/topics/claude-code.md>), [AI Inference](<https://devfeed.tech/topics/ai-inference.md>)

Tags: [agentic-ai](<https://devfeed.tech/tags/agentic-ai.md>), [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [claude-code](<https://devfeed.tech/tags/claude-code.md>), [cost](<https://devfeed.tech/tags/cost.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [inference](<https://devfeed.tech/tags/inference.md>)

## AI overview

This article examines why production agentic AI can cost substantially more than pilot deployments or standard chatbot use. It argues that total task cost includes planning, context retrieval, tool calls, state management, validation, and retries, and discusses building a business case before costs escalate.

## Source excerpt

What do the Uber budget blowout, a 24x token multiplier, and context teach us about building a real business case for AI Agents in production?