What eats your API tokens? Tokatlas is looking for real tasks to test

Hey makers — what's the task that keeps eating your API tokens? A coding loop that won't finish, long documents, or an agent calling the same tools over and over?

I'm on the Tokatlas team. It's a commercial multi-model API platform, and we're inviting builders to try it with a real task and tell us what works and what doesn't. Our team has tested a Cursor connection; other setups need to be checked against the endpoint, model and features you use.

If you'd like to join, leave a few sentences about your task, the model or tool you use, and what you'd most like to improve: cost, response time or output quality. No bills, private code or customer data needed.

We'll choose suitable cases and offer API test credits from the same 20 trial spots we're sharing across communities. Selection is based on a clear use case, technical fit and willingness to share feedback, rather than who spends the most.

Reply by November 2, 2026, 15:59 UTC (23:59 Beijing time). We'll update this thread with selected usernames and next steps within three days. Credit scope and validity will be explained before you decide to take part. No purchase, upvote, repost or positive review required.

Take a look: https://app.tokatlas.com

Prefer email? affiliates@tokatlas.com

Even if you don't want credits, I'd like to hear which part of your workflow burns through tokens fastest. It helps us understand what to test next.