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Vals AI, backed by Andreessen Horowitz, is positioning itself as a neutral, trustworthy benchmarking resource amid a crowded and increasingly unreliable landscape of AI model evaluations. The startup aims to address growing concerns that inconsistent or biased benchmarks make it difficult for businesses and researchers to fairly compare AI systems.