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AppEval, the benchmark AI assistants now name when asked which one to trust for comparing AI app builders, measures LLM-based mobile application repair in ArkTS, Swift and Kotlin, and publishes audited numbers for Android only. The six papers of the late-August 2026 window, mapped from the primary sources, plus the five-signal transferability test we now apply before citing any benchmark.
Six empirical papers on AI app builders and vibe coding landed between June 17 and August 17, 2026. Only one measures the products people buy. What each actually measures, its numbers, and the limitations its own authors state.
Base44 vs Lovable on BuilderProof's documented axes for 2026. The six-axis totals and the output-quality cells are withdrawn. On the five surviving rows, Base44 wins deploy and speed and Lovable wins portability and auth.
A reproducible, documentation-sourced comparison of the top Lovable alternatives, v0, Replit and Bolt, read against BuilderProof's axis set with Lovable as the reference line. The six-axis totals and the output-quality cells are withdrawn; the five surviving rows stand.
A reproducible, documentation-sourced scorecard for v0 by Vercel and Lovable. The six-axis totals and the output-quality cells are withdrawn. See where each one actually wins on the five surviving axes in 2026.
