# Agent memory planner

> How many agent sessions fit on one GPU, how many GPUs you need for your peak, and what parking idle memory in CPU RAM saves.

Source: https://tokenomy.ai/agent-memory-planner
Last updated: 2026-09-28
Publisher: Tokenomy — FinOps for AI
License: free to quote with attribution and a link to the source URL.

How many agent sessions fit on one GPU, how many GPUs you need for your peak, and what parking idle memory in CPU RAM saves.

## Overview

How many agent sessions fit on one GPU, how many GPUs you need for your peak, and what parking idle memory in CPU RAM saves.

- Built on the Billion-Agent Simulator's assumptions
- Adjustable model size, chip and usage

## About Tokenomy

Tokenomy is the economic runtime for AI — the system of record for AI model pricing, plus free tools, independent research and runtime rails that meter, enforce and attribute every model call.

## Related pages

- [Free tools](https://tokenomy.ai/tools)
- [Research](https://tokenomy.ai/research)
- [Pricing Data API](https://tokenomy.ai/data-api)
- [Academy](https://tokenomy.ai/academy)
- [Blog](https://tokenomy.ai/blog)
- [Pricing](https://tokenomy.ai/pricing)
- [Why FinOps for AI](https://tokenomy.ai/finops-for-ai)