The main LLM calculator loads pricing data from the community-maintained simonw/llm-prices repository at runtime where possible. A scheduled GitHub workflow also refreshes fallback pricing. Creator tools often change plans or hide pricing behind login, so those pages keep manual inputs instead of inventing numbers.
What users can expect
Every page is designed to be usable without login. Calculators keep formulas visible, provide manual inputs where pricing is uncertain, and link to related guides so users can understand the assumptions behind the numbers.
How this supports AdSense quality
Tokencost is more than a collection of thin calculators. The site now includes original guides, methodology notes, comparison pages, trust pages, and practical examples. The goal is to help visitors make real decisions about AI pricing and product economics.
Corrections
If a price, provider name, or explanation appears outdated, contact us at tokencost.live@gmail.com with the source and the page URL. Pricing changes quickly, and corrections are part of the editorial process.