# Prompt Processing Visualizer

> Visualize how LLMs tokenize, attend to and process your prompt step by step. See tokenization, attention hints and estimated cost per stage.

Source: https://tokenomy.ai/tools/prompt-visualizer
Last updated: 2026-09-21
Publisher: Tokenomy — FinOps for AI
License: free to quote with attribution and a link to the source URL.

See exactly how a modern LLM reads your prompt: tokenization, attention hints, per-stage cost and latency. Ideal for prompt engineering and cost optimization.

## What it does

See exactly how a modern LLM reads your prompt: tokenization, attention hints, per-stage cost and latency. Ideal for prompt engineering and cost optimization.

- Tokenization overlay per model
- Stage-by-stage cost and latency
- Attention hints for high-cost segments
- Rewrite suggestions to cut waste

## Why it matters

Tokenomy is the economic runtime for AI — it shows where every AI dollar goes and gives you the controls to redirect it. This tool is free to use; sign in to save scenarios, share with your team and connect it to your live usage ledger.

## Related pages

- [Token Calculator](https://tokenomy.ai/tools/token-calculator)
- [Token Observability](https://tokenomy.ai/tools/token-observability)
- [Token Speed Simulator](https://tokenomy.ai/tools/token-speed-simulator)
- [Memory Calculator](https://tokenomy.ai/tools/memory-calculator)
- [Energy Usage Estimator](https://tokenomy.ai/tools/energy-usage-estimator)
- [Token Leaderboard](https://tokenomy.ai/tools/token-leaderboard)
- [Alternatives Explorer](https://tokenomy.ai/tools/alternatives-explorer)
- [Cost Optimization Suite](https://tokenomy.ai/tools/cost-optimization)
- [Why FinOps for AI](https://tokenomy.ai/finops-for-ai)
- [Pricing](https://tokenomy.ai/pricing)