Answer four structured questions
App category, target platform, build complexity, and how hands-on you want to be with code each feed a transparent points table.
CURSOR / COPILOT / REPLIT / LOVABLE COMPARISONS
Prompt to Platform
Describe the app you want to build through four structured questions — category, target platform, complexity, and how hands-on you want to be with code — and get a ranked recommendation across five real AI development platforms, with a transparent per-criterion score breakdown.
- Rules-based scoring across 5 named platforms
- Full reasoning shown, not just a name
- All answers stay in your browser
Answer the four questions and click Get recommendation to see your ranked platform fit.
Best fit
How it works
We score five real platforms
Lovable, Replit, Cursor, GitHub Copilot, and Windsurf are each scored out of 10 across the same four criteria — no hidden weighting.
Get a ranked recommendation with reasoning
The top match is shown with a plain-language reason, plus the full ranked list and per-criterion breakdown for every platform.
Continue learning: Best AI coding tools for startups · Lovable vs Cursor
Frequently asked questions
Does this tool actually build or test my app on each platform?
No. Prompt to Platform computes a recommendation entirely from your four answers using a transparent rules table — it does not run any code or access these platforms directly.
Why these five platforms specifically?
Lovable, Replit, Cursor, GitHub Copilot, and Windsurf represent the current major approaches to AI-assisted app building — from prompt-to-app builders to professional AI-native IDEs — so the comparison covers the real range of options.
What if two platforms score very close together?
The result flags this as a close call. In that case, trial both on a small real task from your actual project before committing to a subscription.
Is the scoring based on real product characteristics?
Yes — each platform's strengths are based on its well-known, current positioning (e.g. Lovable as a prompt-to-app builder, Cursor as a professional AI-native IDE), not fabricated benchmarks or invented pricing.
Can I use this for a team decision?
Yes — run it once per representative project type your team builds and compare results. Different app categories on your roadmap may reasonably point to different platforms.
How We Compare
| Feature | MVPHub | G2 comparison pages | Manual platform trials |
|---|---|---|---|
| Ranks all 5 platforms from one set of inputs | Included | Not included | Limited |
| Transparent per-criterion score breakdown | Included | Not included | Not included |
| Instant result, no signup | Included | Included | Not included |
| Live user reviews and star ratings | Not included | Included | Not included |
G2 surfaces reviews per individual product, and a manual trial takes real setup time per platform. MVPHub instead computes an instant, transparent ranked recommendation from your project details, useful as a starting point before you trial the top match.
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