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AI Token + Pricing Calculator

Paste text to estimate its tokens and compare input and output cost across GPT, Claude, Gemini and other catalog models, with CSV export.

AI Token + Pricing Calculator

997 characters, about 250 tokens

Characters
997
Words
122
GPT tokens
~250
Claude tokens
~285

Token estimates by tokenizer

GPT
~250
Claude
~285
Gemini
~250
DeepSeek
~250
Mistral
~250
Grok
~250
Muse
~250
Qwen
~250

Estimates based on average characters per token. Actual counts vary with content.

Cost comparison (for this text)

Est. tokens
GPT-OSS 20B (Groq)Cheapest~250$0.0000$0.0000$0.0000
GPT-5-nano~250$0.0000$0.0001$0.0001
GPT-4.1-nano~250$0.0000$0.0001$0.0001
Gemini 2.5 Flash-Lite~250$0.0000$0.0001$0.0001
GPT-6 Luna~250$0.0000$0.0001$0.0002
Qwen3.8-Flash~250$0.0000$0.0001$0.0002
Mistral Small 4~250$0.0000$0.0001$0.0002
GPT-OSS 120B (Groq)~250$0.0000$0.0001$0.0002
Codestral 25.08~250$0.0000$0.0002$0.0003
GPT-5.6 Luna~250$0.0000$0.0003$0.0003
GPT-5.4 Nano~250$0.0000$0.0003$0.0004
DeepSeek V4.1 Flash~250$0.0000$0.0003$0.0004
GPT-4.1-mini~250$0.0001$0.0004$0.0005
Mistral Large 3~250$0.0001$0.0004$0.0005
GPT-5-mini~250$0.0000$0.0005$0.0006
Gemini 3.5 Flash-Lite~250$0.0000$0.0006$0.0007
Gemini 2.5 Flash~250$0.0000$0.0006$0.0007
Grok Build 0.1~250$0.0003$0.0005$0.0008
Grok 4.3~250$0.0003$0.0006$0.0009
Grok 4.20~250$0.0003$0.0006$0.0009
Gemini 3.8 Flash~250$0.0002$0.0009$0.0011
Gemini 3.7 Flash~250$0.0002$0.0009$0.0011
Gemini 3.6 Flash~250$0.0002$0.0009$0.0011
GPT-5.4 Mini~250$0.0002$0.0011$0.0013
DeepSeek V4 Pro~250$0.0003$0.0010$0.0013
o4-mini~250$0.0003$0.0011$0.0014
o3-mini~250$0.0003$0.0011$0.0014
Muse Spark 1.3~250$0.0003$0.0011$0.0014
Claude Haiku 4.5~285$0.0003$0.0014$0.0017
Grok 4.7~250$0.0005$0.0015$0.0020
Grok 4.6~250$0.0005$0.0015$0.0020
Grok 4.5~250$0.0005$0.0015$0.0020
Qwen3.8-Max~250$0.0005$0.0015$0.0020
Mistral Medium 3.5~250$0.0004$0.0019$0.0022
o3~250$0.0005$0.0020$0.0025
GPT-4.1~250$0.0005$0.0020$0.0025
Gemini 3.5 Flash~250$0.0004$0.0023$0.0026
GPT-5.1~250$0.0003$0.0025$0.0028
GPT-5~250$0.0003$0.0025$0.0028
Gemini 2.5 Pro~250$0.0003$0.0025$0.0028
GPT-6.1 Sol~250$0.0005$0.0025$0.0030
GPT-6 Sol~250$0.0005$0.0025$0.0030
Claude Sonnet 5.5~285$0.0006$0.0029$0.0034
Claude Sonnet 5~285$0.0006$0.0029$0.0034
GPT-5.6 Terra~250$0.0005$0.0030$0.0035
Gemini 3.1 Pro Preview~250$0.0005$0.0030$0.0035
GPT-5.3-Codex~250$0.0004$0.0035$0.0039
GPT-5.2~250$0.0004$0.0035$0.0039
GPT-5.4~250$0.0006$0.0037$0.0044
Claude Sonnet 4.6~285$0.0009$0.0043$0.0051
Claude Sonnet 4.5~285$0.0009$0.0043$0.0051
GPT-5.6 Sol~250$0.0010$0.0050$0.0060
Claude Opus 5.5~285$0.0011$0.0057$0.0068
Claude Opus 5~285$0.0014$0.0071$0.0085
Claude Opus 4.8~285$0.0014$0.0071$0.0085
Claude Opus 4.7~285$0.0014$0.0071$0.0085
Claude Opus 4.6~285$0.0014$0.0071$0.0085
Claude Opus 4.5~285$0.0014$0.0071$0.0085
GPT-5.5~250$0.0013$0.0075$0.0087
GPT-6 Astra~250$0.0025$0.0125$0.0150
Claude Fable 5.1~285$0.0029$0.0142$0.0171
Claude Fable 5~285$0.0029$0.0142$0.0171
o3-pro~250$0.0050$0.0200$0.0250
GPT-5.2 Pro~250$0.0053$0.0420$0.0473
GPT-5.5 Pro~250$0.0075$0.0450$0.0525
GPT-5.4 Pro~250$0.0075$0.0450$0.0525

Prices per 1M tokens. Total = input + output cost for this text. Data as of October 3, 2026.

What this tool does

Paste any text into the AI Token and Pricing Calculator to count its tokens and compare what a call would cost across GPT, Claude, Gemini, and other models. It handles batch estimation for many inputs at once and exports results to CSV, all in your browser with no signup and nothing sent to a server.

Updated . Provided as is. Check the output before you rely on it in production.

How to use AI Token + Pricing Calculator

  1. 1

    Paste text and count tokens across multiple LLMs

    Paste your prompt or response text. The calculator estimates token counts from character-per-token ratios for the GPT, Claude, Gemini, Grok, DeepSeek and Mistral families, so you can compare relative token efficiency. The Token Counter gives exact o200k_base counts for OpenAI models.

  2. 2

    Calculate API cost for your prompts

    Paste prompt + expected response. The calculator counts tokens and multiplies by current model rates so you can estimate cost before deploying and keep API spend predictable.

  3. 3

    Compare LLM costs across API providers

    Run the same prompt across multiple models. The calculator shows costs side-by-side across providers so you can optimize for the right price/performance trade-off.

  4. 4

    Estimate batch job costs before running

    If processing 10,000 documents with summarization, calculator estimates total cost across models. Batch of 10k x 1,000 tokens average = 10M tokens. At $10 per 1M input tokens that is $100. Know budget before committing.

  5. 5

    Sanity-check a suspicious bill

    Re-enter the token counts you were billed for and compare the estimate against the invoice. A gap points at longer prompts or more verbose output than you assumed, which is where runaway loops show up.

Questions and answers

What is the AI Token + Pricing Calculator?
LLM APIs bill per million input and output tokens, at rates that vary by model. This calculator estimates your text's tokens with a character ratio per model family and shows its cost as input or output for every catalog model, with batch estimates and CSV or Markdown export. Token Counter gives exact OpenAI counts.
Is this tool free?
Yes. Free to use with immediate access—no account required. All calculations happen in your browser — no API calls, no rate limits.
Does this tool store or send my text?
No. All processing happens entirely in your browser. Your text never leaves your device — nothing is sent to any server.
Which LLM is cheapest for my use case?
Paste a representative text sample and check the cost comparison table sorted by Total cost. For batch workloads, use the Batch Estimate tab to project monthly costs. The cheapest model is automatically highlighted.
For AI agents: how to call this tool

Machine-readable contract, endpoints and examples. Humans can ignore this section.

Best Path For Builders

Browser workflow

Runs instantly in the browser with private local processing and copy/export-ready output.

Browser Workflow

This tool is optimized for instant in-browser execution with local data handling. Run it here and copy/export the output directly.

/ai-token-pricing-calculator/

For automation planning, fetch the canonical contract at /api/tool/ai-token-pricing-calculator.json.

Token Pricing Reference — October 3, 2026

Cost per 1 million tokens for 66 models. Use the calculator above to estimate costs for your specific workload.

Model Family Input / 1M tokens Output / 1M tokens Cost per 1K tokens
Claude Fable 5.1 Claude $10.00 $50.00 $0.030
Claude Opus 5.5 Claude $4.00 $20.00 $0.012
Claude Opus 5 Claude $5.00 $25.00 $0.015
Claude Sonnet 5.5 Claude $2.00 $10.00 $0.006
Claude Sonnet 5 Claude $2.00 $10.00 $0.006
Claude Haiku 4.5 Claude $1.00 $5.00 $0.003
Claude Fable 5 Claude $10.00 $50.00 $0.030
Claude Opus 4.8 Claude $5.00 $25.00 $0.015
Claude Opus 4.7 Claude $5.00 $25.00 $0.015
Claude Opus 4.6 Claude $5.00 $25.00 $0.015
Claude Opus 4.5 Claude $5.00 $25.00 $0.015
Claude Sonnet 4.6 Claude $3.00 $15.00 $0.009
Claude Sonnet 4.5 Claude $3.00 $15.00 $0.009
GPT-6 Astra GPT $10.00 $50.00 $0.030
GPT-6.1 Sol GPT $2.00 $10.00 $0.006
GPT-6 Sol GPT $2.00 $10.00 $0.006
GPT-6 Luna GPT $0.10 $0.50 $0.000
GPT-5.6 Sol GPT $4.00 $20.00 $0.012
GPT-5.6 Terra GPT $2.00 $12.00 $0.007
GPT-5.6 Luna GPT $0.20 $1.20 $0.001
GPT-5.5 GPT $5.00 $30.00 $0.018
GPT-5.5 Pro GPT $30.00 $180.00 $0.10
GPT-5.4 GPT $2.50 $15.00 $0.009
GPT-5.4 Pro GPT $30.00 $180.00 $0.10
GPT-5.4 Mini GPT $0.75 $4.50 $0.003
GPT-5.4 Nano GPT $0.20 $1.25 $0.001
GPT-5.3-Codex GPT $1.75 $14.00 $0.008
GPT-5.2 GPT $1.75 $14.00 $0.008
GPT-5.2 Pro GPT $21.00 $168.00 $0.095
GPT-5.1 GPT $1.25 $10.00 $0.006
GPT-5 GPT $1.25 $10.00 $0.006
GPT-5-mini GPT $0.25 $2.00 $0.001
GPT-5-nano GPT $0.050 $0.40 $0.000
o3 GPT $2.00 $8.00 $0.005
o3-pro GPT $20.00 $80.00 $0.050
o4-mini GPT $1.10 $4.40 $0.003
o3-mini GPT $1.10 $4.40 $0.003
GPT-4.1 GPT $2.00 $8.00 $0.005
GPT-4.1-mini GPT $0.40 $1.60 $0.001
GPT-4.1-nano GPT $0.10 $0.40 $0.000
Gemini 3.8 Flash Gemini $0.75 $3.75 $0.002
Gemini 3.7 Flash Gemini $0.75 $3.75 $0.002
Gemini 3.6 Flash Gemini $0.75 $3.75 $0.002
Gemini 3.5 Flash Gemini $1.50 $9.00 $0.005
Gemini 3.5 Flash-Lite Gemini $0.30 $2.50 $0.001
Gemini 3.1 Pro Preview Gemini $2.00 $12.00 $0.007
Gemini 2.5 Pro Gemini $1.25 $10.00 $0.006
Gemini 2.5 Flash Gemini $0.30 $2.50 $0.001
Gemini 2.5 Flash-Lite Gemini $0.10 $0.40 $0.000
DeepSeek V4.1 Flash DeepSeek $0.30 $1.20 $0.001
DeepSeek V4 Pro DeepSeek $1.32 $3.96 $0.003
Grok 4.7 Grok $2.00 $6.00 $0.004
Grok 4.6 Grok $2.00 $6.00 $0.004
Grok 4.5 Grok $2.00 $6.00 $0.004
Grok 4.3 Grok $1.25 $2.50 $0.002
Grok 4.20 Grok $1.25 $2.50 $0.002
Grok Build 0.1 Grok $1.00 $2.00 $0.002
Mistral Medium 3.5 Mistral $1.50 $7.50 $0.004
Mistral Small 4 Mistral $0.15 $0.60 $0.000
Mistral Large 3 Mistral $0.50 $1.50 $0.001
Codestral 25.08 Mistral $0.30 $0.90 $0.001
Muse Spark 1.3 Muse $1.25 $4.25 $0.003
Qwen3.8-Max Qwen $2.00 $6.00 $0.004
Qwen3.8-Flash Qwen $0.15 $0.47 $0.000
GPT-OSS 120B (Groq) GPT $0.15 $0.60 $0.000
GPT-OSS 20B (Groq) GPT $0.075 $0.30 $0.000

Quick Cost Estimates

A typical 1,000-word English document is roughly 1,300 tokens on GPT-family tokenizers (OpenAI's rule of thumb is 750 words per 1,000 tokens); every vendor tokenizes differently, so treat it as an estimate. Cost depends on provider, model tier, and output length:

  • Flagship reasoning/coding models usually have the highest output-token costs.
  • Balanced mid-tier models are often the best quality-to-cost trade-off for production apps.
  • Fast and budget variants can be dramatically cheaper for high-volume pipelines.
  • Open-weight and budget providers are often best for bulk summarization and classification.
  • The table above is the source of truth for current per-model rates and families.

Prompt caching can reduce input costs by 75-90% for repeated prefixes. All Anthropic, OpenAI, and Google models support caching.