Vibe Code Bench Scores
Vals.ai Vibe Code Bench v1.1 accuracy for building web applications from scratch. Color = provider.
Vibe Code Bench Scores
Vibe Code Bench Scores
Vals.ai Vibe Code Bench v1.1 accuracy for building web applications from scratch. Color = provider.
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How to read this chart
Bars rank models by the source-backed benchmark value used for this chart. Longer bars indicate higher published scores.
Vibe Code Bench vs Effective Cost
Vibe Code Bench vs Effective Cost
X = effective cost (log). Y = Vibe Code Bench score. Color = provider.
Controls:
How to read this chart
Each point is a public model. The chart compares Vibe Code Bench score against Effective Cost (per 1M I/O Tokens), with color showing the model provider.
IQ DimensionsFrontend Engineering IQEach model's Frontend Engineering IQ plotted on a standard normal IQ distributionData: Arena.ai WebDev, DesignArena Frontend, DesignArena Full Stack +2 moreOpen chartCoreAI Models on the IQ Bell CurveEach model's estimated IQ plotted on a standard normal IQ distributionData: ARC Prize, Epoch AI FrontierMath, Vals.ai +27 moreOpen chartIQ BenchmarksArena.ai WebDev ScoresArena.ai WebDev Elo scores for front-end web development. Color = provider.Data: Arena.ai WebDevOpen chartIQ BenchmarksDesignArena Full Stack ScoresDesignArena Full Stack Elo for end-to-end frontend + backend builds. Color = provider.Data: DesignArena Full StackOpen chartIQ BenchmarksDesignArena Frontend ScoresDesignArena Frontend Elo for agentic front-end web apps. Color = provider.Data: DesignArena FrontendOpen chartIQ BenchmarksARC-AGI-3 Benchmark ScoresEach model's ARC-AGI-3 score. Color = provider.Data: ARC PrizeOpen chart