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DEVELOPER UTILITY

LLM Token Counter

Paste prompts and compare token estimates before you hit provider limits.

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Why token counts matter

LLMs bill and truncate by tokens, not characters. Accurate estimates prevent surprise cutoffs mid-response and help compare model pricing.

How to use this tool

Pick a model tokenizer. Paste text. Watch counts update. Use the full tool for batching and comparisons.

Use cases

RAG chunk sizing, prompt engineering, cost previews, teaching tokenizer quirks.

Privacy and security

Editor and conversion workflows run in your browser without uploading your content to our servers for those steps. Clear sensitive data when you finish, especially on shared machines.

Frequently asked questions

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Paste text
Token count

0

Word count

0

Characters (no spaces)

0

Total characters

0

Prompt Optimizer

Compress your prompt to save tokens while preserving meaning. Code blocks and quoted strings are preserved.

Gentle: Whitespace cleanup|Balanced: + Filler word removal|Aggressive: + Stop words & abbreviations|Caveman: + Extra terse pass (browser heuristics; not the external Caveman CLI)
Estimated API cost (by model)
ModelProviderContext windowInput costCached input costOutput cost
GPT-5.4OpenAI1M$0.00$0.00$0.00
GPT-5.2OpenAI1M$0.00$0.00$0.00
GPT-5OpenAI1M$0.00$0.00$0.00
GPT-4.1OpenAI1M$0.00$0.00$0.00
GPT-4.1 miniOpenAI1M$0.00$0.00$0.00
GPT-4.1 nanoOpenAI1M$0.00$0.00$0.00
GPT-5 nanoOpenAI1M$0.00—$0.00
o3OpenAI200K$0.00$0.00$0.00
o3-proOpenAI200K$0.00—$0.00
o4-miniOpenAI200K$0.00$0.00$0.00
Claude Opus 4.6Anthropic200K$0.00$0.00$0.00
Claude Opus 4.5Anthropic200K$0.00$0.00$0.00
Claude Sonnet 4.6Anthropic200K$0.00$0.00$0.00
Claude Sonnet 4.5Anthropic200K$0.00$0.00$0.00
Claude Sonnet 4Anthropic200K$0.00$0.00$0.00
Claude Haiku 4.5Anthropic200K$0.00$0.00$0.00
Claude Haiku 3.5Anthropic200K$0.00$0.00$0.00
Gemini 3.1 ProGoogle1M$0.00$0.00$0.00
Gemini 2.5 ProGoogle1M$0.00$0.00$0.00
Gemini 2.5 FlashGoogle1M$0.00$0.00$0.00
Gemini 2.5 Flash-LiteGoogle1M$0.00—$0.00
Gemini 2.0 FlashGoogle1M$0.00$0.00$0.00
Grok 3xAI128K$0.00—$0.00
Grok 3 minixAI128K$0.00—$0.00
DeepSeek V3DeepSeek128K$0.00$0.00$0.00
DeepSeek R1DeepSeek128K$0.00$0.00$0.00
Llama 4 MaverickMeta1M$0.00—$0.00
Llama 4 ScoutMeta512K$0.00—$0.00
Llama 3.3 70BMeta128K$0.00—$0.00
Mistral LargeMistral128K$0.00—$0.00
Mistral SmallMistral128K$0.00—$0.00
CodestralMistral256K$0.00—$0.00