Prompt Processing Visualizer
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 FinOps for AI — see where every AI dollar goes and get 20–40% of them back. This tool is free to use; sign in to save scenarios, share with your team and connect it to your live usage ledger.