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Apto Compass

Free AI & Prompt Engineering Tools

Empirical benchmarks, token cost calculators, prompt sanitizers, and LLM model comparisons. Runs entirely client-side without registration, subscriptions, or remote data storage.

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Client-Side AI & Prompt Tools

Validate token costs, optimize prompt structure, and simulate API budgets in real time.

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Frequently Asked Questions

How do we calculate LLM token costs across OpenAI, Anthropic, and DeepSeek?

Our AI Token Calculator parses your text using official byte-pair encoding (BPE) tokenizers directly in your browser. It calculates exact per-million input and output pricing based on currently verified vendor pricing schedules.

Does AptoCompass store my prompts or API keys?

No. All calculations on our AI Token Estimator, Prompt Cleaner, and Model Comparison tools occur 100% inside your local browser memory. We maintain zero backend databases or logging for utility inputs.

What is the biggest hidden cost in production AI applications?

Output token costs and un-cached repetitive system instructions represent the largest expenses. Frontier models charge significantly more for output generation than input reading, making strict output length constraints essential.