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techcrunch ai · August 3, 2026

Why frontier labs are paying $60M ARR for human taste

designarena creator intelligence raised $7.9m seed led by index ventures to scale its human feedback platform, which is generating $60m arr from frontier labs seeking evaluation data beyond easily gamed automated benchmarks.

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intelligence, the startup behind the designarena evaluation platform, raised a $7.9m seed round led by index ventures with participation from conviction, a*, and valkyrie. the platform operates a router service for visual content, prompting users to rank outputs from best to worst, which provides frontier labs with human preference data that is difficult to game compared to automated benchmarks. intelligence generates $60m in arr by selling this data to labs, validating a market where competitors like yupp failed but lm arena raised $150m. the funding signals a shift toward expensive human data pipelines as labs struggle to evaluate quality beyond standard metrics.

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