We looked at 412 Build on Vibe cohort projects and asked one question: which tool combinations actually ended in a shipped, paying product? Here's the ranked list.
There are ~80 tools with ‘AI' and ‘code' in the name. Most don't matter for a first product. This list is the short one the tools that show up disproportionately in shipped cohort projects, not the ones that trend on Twitter.
Everything here has been used by our team or reviewed against a real user's project. Ranking is by ship rate (share of projects using the tool that reached a deployed, paying v1), not by feature count.
Three inputs: (1) ship rate in our cohort, (2) how far a beginner gets on the free tier before hitting a wall, (3) exit velocity how fast you can move the code out if you outgrow the tool. A tool that traps you doesn't make the list, no matter how magical.
1. Lovable best default for full-app, solo, non-engineer. Full backend (Cloud) included, real Git repo, real Supabase. Where most of this cohort's ships came from.
2. Cursor best if you already know code. It's a real IDE with agentic AI. Ship rate jumps sharply among devs.
3. Bolt fastest to a live URL from a blank prompt. Great for hackathons and prototype-and-throwaway.
4. v0 best for UI-first builders who already have a backend. Won't build a whole app; will build a beautiful surface.
5. Replit best for teaching yourself + hosting in one place. Slower for polished consumer apps.
6. Base44 / trickle / uibakery / banani worth watching. Newer, narrower niches. Try after your first ship.
highest ship rate for solo full-app builds
highest among users with prior code experience
biased toward UI-only projects
Methodology. Ship rate = % of projects using this builder as primary that reached a public URL with at least one paying or verified user by day 60.
Sources: Build on Vibe cohort dashboard
Do you know code? Do you need a backend? Do you need mobile? That's it.
No code + backend needed → Lovable. Know code → Cursor. UI only → v0.
Cloud/Supabase + Stripe Payment Link. Done.
The #1 abandonment cause is tool-swapping at Day 12. Stick.
Best default for solo, non-engineer, full-app in 2026. Not the best for every case Cursor beats it for engineers, v0 beats it for pure UI.
No. Only add Cursor if you want to edit the code locally between AI turns. Most solo shippers never need to.
All the major ones have free tiers big enough to ship a v1. Costs kick in around real user volume.
Ours is ranked by whether users actually shipped, not by feature checklists or affiliate payouts.
Build on Vibe gives you the workflow, prompts, and evidence gates that get finishers across the line.