Tool Match: which AI coding tool fits you?

Last updated 2026-10-20

Four questions. The match is calculated in your browser from our public dataset: our published use-case scores, plus prices copied from vendor pages with the date we checked them. Nothing is sold to rank higher.

How the match is calculated

1. Your answers pick the use cases that matter (for example "Hand tasks to an agent" → our terminal-agent and cloud-agent rankings). Each gets a weight: 1.0 for the main use case, lower for related ones.
2. For every tool ranked in those use cases, match = weight × our published score in that use case (scores are preliminary, out of 100, see methodology). A tool's best use case counts.
3. Team size: org teams get +5 for tools ranked in our privacy/compliance list; small teams get +3 when the pricing text lists a team or business plan.
4. Budget: tools whose cheapest stated monthly price is above your budget, and with no free tier, are moved to "Over your budget". A missing price is shown as "not stated", never guessed.
5. Discontinued tools are excluded. Affiliate status is never an input.

Want the whole decision on one page? The Vibe-Coder Stack Picker + Prompt Pack ($19, $12 for the first 25) has the flowchart, $0 starter stacks and 30 prompts. Prefer 3 questions? Classic picker.