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Vals AI test finds agent teams cost up to 5.1x more with minimal gains
2026-10-11•SiTech AI Team

Vals AI test finds agent teams cost up to 5.1x more with minimal gains

Vals AI compared GPT-6 Sol and Claude Opus 5.5 running alone and as teams on Vibe Code Bench at medium and maximum reasoning. Teams cost 1.8x to 5.1x more, yet only one of four comparisons showed a significant gain.