Question 1

How do I reduce token usage in Claude Code?

Accepted Answer

Three strategies: (1) Keep CLAUDE.md under 200 words with only essential instructions. (2) Use imperative commands instead of polite requests — 'fix the bug' not 'I would appreciate it if you could fix the bug'. (3) Remove AI identity boilerplate like 'you are a helpful AI assistant'. Use our Token Optimizer to scan your prompts and get specific savings estimates per model.

Question 2

What is a token optimizer?

Accepted Answer

A token optimizer analyzes your AI prompts for bloat — verbose phrases, filler words, duplicate content, and unnecessary politeness — then suggests a compressed version that uses fewer tokens while preserving meaning. This reduces API costs by 20-40% on average. Our optimizer is browser-based, requiring no CLI installation.

Question 3

How much can I save by optimizing tokens?

Accepted Answer

Most developers save 20-40% on input token costs by trimming verbose prompts. For someone making 1,000 Claude Code requests per month with a 500-token system prompt, a 30% reduction saves about $0.45/month on Claude Sonnet. At enterprise scale (100K+ requests/month), savings reach $45+/month. The optimizer shows exact savings per model.

Question 4

Does this work with Cursor and GitHub Copilot?

Accepted Answer

Yes. Use the Cursor Rules and GitHub Copilot presets to test your .cursorrules and Copilot instructions. These are sent with every request, so trimming them saves tokens on every single AI call. A 500-word .cursorrules file can typically be compressed to 200 words without losing functionality.

Question 5

Is this better than CLI token optimizers like headroom or Lowfat?

Accepted Answer

CLI tools like headroom and Lowfat require installation and terminal use. Our browser-based optimizer is instant — paste, analyze, copy. No npm install, no GitHub clone. It also shows savings across multiple AI models (GPT-4o, Claude, Gemini, DeepSeek) so you can compare. For automated CI/CD pipelines, CLI tools are better; for quick prompt optimization, use our web tool.

Token Optimizer Online