Vibe coding & AI app builders
Prompt-to-app builders and design-to-code tools that turn an idea into a working product. Which ones do AI engines actually name when buyers ask?
60 answers · 10 buyer questions · 3 engines
First snapshot: movement appears with the next one
gopractice.io is the page engines cite for 2 of the top 10, and isn’t on the board at all.
Sources for: Lovable, Bolt. 5 of the top 10 are sourced from their own site.
| # | Product | Named in answers | Page engines cite for it |
|---|---|---|---|
| 1 | 63% ±12 38/60 | ||
| 2 | 48% ±12 29/60 | ||
| 3 | 48% ±12 29/60 | ||
| 4 | 30% ±11 18/60 | ||
| 5 | 20% ±10 12/60 | ||
| 6 | 17% ±9 10/60 | ||
| 7 | 15% ±9 9/60 | ||
| 8 | 13% ±9 8/60 | ||
| 9 | 13% ±9 8/60 | ||
| 10 | 10% ±8 6/60 | ||
| 11 | 10% ±8 6/60 | ||
| 12 | 10% ±8 6/60 |
“Named” is the share of the 60 answers that recommend the product by name, with a 95% interval: read #12 as “a handful of answers”, not a position. “Own site cited” is the share where the product’s own domain was a source. The page column is where the engines actually got their answer, attributed per product, from the citation the answer attaches to it.
For each dated snapshot we ask 10 buyer questions to 3 engines, multiple runs each, through their official APIs. Products are extracted from the answers themselves and folded to one row per product (plans and tiers are not separate products). Products under 6 answers sit in “also named”: their positions aren’t distinguishable on this sample.
No sponsored rows, featured slots or paid placements, ever. The only way up is to be the answer. Run the check on your domain to see which answers you’re missing from, and why.
- best AI tool to turn a Figma design into React code?
- what's the best prompt-to-app builder for a non-technical founder?
- cheapest AI prototyping tool for testing product ideas fast?
- v0 vs Lovable vs Bolt — which is best for building a real MVP?
- which AI app builder produces code I can actually take over and maintain?
- best AI tool for designers to make clickable interactive prototypes?
- which design-to-code tool is best for a Next.js and Tailwind stack?
- what AI tool can build a full-stack app with auth and a database from a prompt?
- best AI prototyping tool for internal tools and dashboards?
- which AI app builder is best for mobile apps?