Feedback
This site is built to be genuinely useful, and your feedback shapes what we build next. Tell us what worked and which calculator or feature you'd like to see next.
What's most helpful
- Concrete suggestions. "Add a fine-tuning cost calculator" helps more than "add more tools".
- Reproducible issues. Tell us the page and what looked wrong.
- Real-world numbers. If our assumptions don't match your bills, say so. It makes the estimates better for everyone.
- Honest priorities. Tell us which calculator you actually rely on, so we improve that one first.
A good bug report in practice
Start with the page and the result you expected. Include the model and the result you received. If the issue only appears after opening advanced settings or loading a shared link, mention that too. You do not need to send every field when only three values explain the problem.
For a pricing correction, an official provider link is more useful than a screenshot from a social post. Providers often publish different prices for batch, caching, long context, regions, or enterprise plans, so include the condition that applies.
What happens to suggestions
Suggestions are considered alongside how broadly useful they are, whether reliable data exists, whether the result can be explained clearly, and whether we can keep it accurate. A narrowly defined calculator with transparent assumptions is usually more useful than a large tool that hides everything behind an opaque score.
Not every idea will become a feature, but repeated requests help set priorities. Reports that reveal a wrong assumption may improve an existing calculator even when no new page is added.
Privacy when sending feedback
The form opens your email application and does not submit data directly to the Site. If you send the message, normal email processing applies. Do not include credentials, private customer data, or confidential documents. An optional reply address is useful when a report needs clarification, but anonymous feedback is welcome by leaving that field blank.
For corrections to specific model prices, the contact page and data sources page are the fastest route.