The verdict engine for solo builders
The right AI coding
stack, judged for you.
10 tools, dozens of tool-and-model pairings. Tell us what you're shipping — a Shopify app, a mobile app, a directory — and how much API spend you can take. We rank the pairings that actually fit, no bundled subscription required.
Find my stack →- 1Task
- 2Budget
- 3Matches
How it works
- 01
Pick your build
A Shopify app needs different tooling than a browser extension. We match on the product, not the hype.
- 02
Set your API budget
Most of these tools run on pay-as-you-go API keys, not flat seats. Tell us your ceiling.
- 03
Compare & set up
Get a ranked shortlist with real trade-offs, then a step-by-step setup guide for the one you choose.