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AI Prompt Token Counter & LLM Cost Calculator

Calculate token counts and API inference pricing across OpenAI GPT-4o, Claude 3.5 Sonnet, Gemini 2.0 Flash, DeepSeek-V3, and LLaMA 3.

AI Prompt Token Counter & Cost Estimator

Real-time token estimation and API inference price modeling across major frontier LLMs.

Sample Prompts:
Estimated Tokens48~1.45 tokens / word
Words & Characters33278 chars (246 no spaces)
Input Cost / Query$0.00012at $2.50 / 1M tokens
Est. Cost (1,000 Queries)$0.840Includes ~72 output tokens
Cost Benchmark Across Frontier LLMs (Input + 1.5x Output Ratio):
Output multiplier:
ModelProviderInput / 1MOutput / 1MSingle Query10,000 Queries100,000 Queries
GPT-4o (Omni)OpenAI$2.50$10.00$0.00084$8.40$84.00
GPT-4o MiniOpenAI$0.15$0.60$5.04e-5$0.50$5.04
Claude 3.5 SonnetAnthropic$3.00$15.00$0.00122$12.24$122.40
Gemini 2.0 FlashGoogle$0.10$0.40$3.36e-5$0.34$3.36
DeepSeek-V3DeepSeek$0.14$0.28$2.69e-5$0.27$2.69
LLaMA 3.3 (70B)Meta / Fireworks$0.59$0.79$8.52e-5$0.85$8.52

How to Use the AI Prompt Token Counter & LLM Cost Calculator

  1. Enter your parameters: Type, paste, or select your input values above.
  2. View instant results: Calculations update in real time as you change values.
  3. Copy or export: Click copy, download, or print to use your results immediately.

About this Tool

Estimate exact token counts, character breakdown, and API costs per 1,000 queries for major AI models in real time.

Standard Technical Protocol Implementation

RFC 8259 (JSON), RFC 4648 (Base64), RFC 7519 (JWT)

Text is parsed according to official RFC syntax standards. Validation routines detect syntax errors with line and column accuracy, and token decoding runs strictly client-side.

Worked Example: Data Transformation Example

Input:

Unformatted 1-line JSON payload with minified nested objects

Output:

Properly indented 2-space formatted JSON with syntax validation pass

Trailing commas, unquoted keys, and mismatched brackets are flagged with exact line indicators.

Frequently Asked Questions

Why does Base64 encoding increase data size by 33%?

Base64 takes three 8-bit bytes (24 bits total) and splits them into four 6-bit chunks. Each 6-bit chunk maps to an ASCII character, increasing total data size by exactly 4/3 (33.3%).

Is it safe to paste API keys, JSON tokens, or secrets here?

Yes. All parsing, formatting, and decoding happens inside your browser. No strings, tokens, or payloads are ever sent to an external server.

What is the difference between standard Base64 and URL-Safe Base64?

Standard Base64 uses + and / characters, which have special meanings in URL parameters. URL-Safe Base64 replaces + with - and / with _ to prevent URL corruption.

Calculation Standards

Adheres to Internet Engineering Task Force (IETF) RFC standards and ECMA-404 JSON specifications. For tax, legal, or medical advice, consult certified professionals.

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