LLM benchmarks for builders

Real products become AI benchmarks.

IdeaGrains tests AI models by giving them real V1 products to improve, then publishing which model made the strongest V2.

View benchmark casesRead method

Frozen baseline

V1 product case

Model A

UX

Model B

Code

Model C

Judgement

Benchmark output

Strongest V2

The report compares what improved, what broke, and how much human rescue was needed.

Product outcomeTechnical executionHuman effortEvidence quality
Real product cases→same brief→model attempts→public report