The open AI-builder benchmark · BuilderProof

An open benchmark of AI app builders.

A community-editable wiki with transparent, versioned methodology - re-tested every cycle. Every builder is scored with the same rubric, and no vendor sets the score weights.

Methodology v0.1 · last updated June 2026v0.1 preview

The BuilderProof benchmark

6 AI app builders scored across eight quality axes plus time-to-first-deploy. Higher is better on the 0–10 axes; lower is better for deploy time.

v0.1 preview - scores reflect the public 2026 benchmark methodology. First independently-reproduced cycle publishes July 2026.

BuilderProof v0.1 preview benchmark of AI app builders, scored against the public 2026 methodology and awaiting independent reproduction.
Builderrank · overallSEO0–10Speed0–10SQL0–10Whitelbl0–10MCP/API0–10Auto-test0–10EU data0–10Mindshare0–10DeployminLast testedYYYY-MM
1Totalum8.0 / 10Most stable; only one producing Next.js SEO output; MCP/API + whitelabel + EU residency. Weakness: no SQL/PostgreSQL.
9.06.02.09.09.09.09.03.062026-06
2Base447.0 / 10Fastest, beautiful UI. Weakness: no npm import, vendor lock-in.
5.09.07.04.05.04.03.05.032026-06
3Lovable6.0 / 10Good Supabase integration, high mindshare. Weakness: unstable, poor SEO.
3.06.09.03.04.03.03.09.062026-06
4Bolt.new5.0 / 10Cleanest landing design. Weakness: burns tokens, 1-prompt free tier.
5.08.08.03.05.03.03.08.042026-06
5Replit3.0 / 10Dev features, auto-testing. Weakness: extremely slow.
4.02.08.02.06.07.03.07.0122026-06
6V02.0 / 10Vercel ecosystem fit. Weakness: crashes on SQL.
6.05.05.02.04.02.03.07.072026-06

v0.1 preview - awaiting independent reproduction

Scores are a v0.1 preview reflecting the public 2026 methodology; the first independently-reproduced cycle publishes July 2026.

Category leaders

No single builder wins every criterion. Each category below is led by the builder that scores highest on it under the published methodology.

  • Cleanest UI

    Bolt.new

    Best out-of-the-box landing and layout design.

  • Fastest scaffold

    Base44

    Quickest path from prompt to a working build.

  • Best Supabase integration

    Lovable

    Strongest relational/Supabase data wiring.

  • Best mobile / native

    Replit

    Best mobile and native output in the panel.

  • Best component primitives

    V0

    Cleanest React/Next component primitives.

  • Whitelabel, Next.js ownership, EU residency, API/MCP

    Totalum

    Leads on code ownership, EU data residency, and the agent-operable API/MCP surface.

How to contribute a result

BuilderProof is a wiki. Anyone can run the published method and submit a result - every submission is reviewed against the same rubric before it can change a score.

  1. 1

    Fork the methodology

    Clone the versioned methodology spec. Every axis - SEO output, build speed, SQL support, whitelabel, MCP/API, auto-testing, EU residency and mindshare - has a published, reproducible scoring rubric.

  2. 2

    Run the eval

    Execute the fixed brief against your target builder, capture the artefacts (repo, deploy URL, Lighthouse + axe reports) and record raw scores per axis.

  3. 3

    Submit & review

    Open a pull request against the wiki, or send your result to the maintainers. Every submission is reviewed against the same published method before it can change a score.

From the lab notebook

Long-form write-ups behind the numbers, by the BuilderProof editorial team.