The Token Counter Blog

Practical guides on tokens, tokenization, LLM costs, and context limits for GPT, Claude, and Gemini.

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What Is a Token in AI? A Plain-English Beginner's Guide

Start here. What tokens are, why models use them, and the one ratio you need to remember.

How Many Tokens Is My Text? A Complete Guide

Rules of thumb, conversion tables, and the fastest ways to count tokens accurately.

Tokens vs Words vs Characters: How AI Text Is Measured

Conversion ratios and why these three measures never line up.

LLM API Cost Calculator: Estimate GPT, Claude & Gemini Costs

The cost formula, 2026 pricing, and worked examples to predict your bill.

ChatGPT Token Limits & Context Windows Explained

How context windows work, what happens when you exceed them, and how to stay under.

How to Count Claude Tokens (and Why They Differ from GPT)

Why Claude counts differently, the official API, and quick estimates.

10 Ways to Reduce Token Usage and Cut Your AI API Costs

Proven tactics to shrink prompts, outputs, and your monthly AI bill.