{"source":"SurfBloom","title":"State of AI Software Consensus","url":"https://surfbloom.com/state-of-ai-consensus","snapshot":"Q3 2026","methodology":"https://surfbloom.com/methodology","about":"How much a panel of leading AIs agrees when ranking the same software. Computed from filed rankings across categories with the full panel present.","headline":"Across 104 categories, 7 leading AIs never unanimously agreed on the #1 pick; any two AIs chose the same best tool only 16% of the time.","categoriesAnalyzed":104,"panelSize":7,"unanimousTop1":0,"avgDistinctTop1":4.61,"avgTop5OverlapPct":35,"claudeGptTop1AgreementPct":26,"avgPairwiseTop1AgreementPct":16,"mostContested":[{"label":"Sales Tax Compliance","slug":"sales-tax-compliance","distinctTop1":7,"panel":7},{"label":"AI Video Generation","slug":"ai-video-generation","distinctTop1":7,"panel":7},{"label":"Local SEO","slug":"local-seo","distinctTop1":6,"panel":7},{"label":"Lms","slug":"lms","distinctTop1":6,"panel":7},{"label":"Data Labeling","slug":"data-labeling","distinctTop1":6,"panel":7},{"label":"Digital Adoption Platforms","slug":"digital-adoption-platforms","distinctTop1":6,"panel":7}],"mostAgreed":[{"label":"CRM","slug":"crm","top5OverlapPct":81,"panel":7},{"label":"Sales Engagement","slug":"sales-engagement","top5OverlapPct":65,"panel":7},{"label":"Sales Compensation","slug":"sales-compensation","top5OverlapPct":63,"panel":7},{"label":"CPQ","slug":"cpq","top5OverlapPct":62,"panel":7},{"label":"Revenue Operations","slug":"revenue-operations","top5OverlapPct":58,"panel":7},{"label":"Sales Intelligence","slug":"sales-intelligence","top5OverlapPct":55,"panel":7}],"mostDivided":[{"name":"Jules","category":"AI Agents","slug":"ai-agents","minRank":2,"maxRank":25},{"name":"OpenAI Agents SDK","category":"AI Agents","slug":"ai-agents","minRank":3,"maxRank":25},{"name":"Glean","category":"AI Agents","slug":"ai-agents","minRank":3,"maxRank":25},{"name":"Optimizely","category":"AB Testing","slug":"ab-testing","minRank":1,"maxRank":20},{"name":"Zoho Books","category":"Accounting Software","slug":"accounting-software","minRank":1,"maxRank":20},{"name":"impact.com","category":"Affiliate Marketing","slug":"affiliate-marketing","minRank":1,"maxRank":20},{"name":"UpPromote","category":"Affiliate Marketing","slug":"affiliate-marketing","minRank":1,"maxRank":20},{"name":"Kademi","category":"Affiliate Marketing","slug":"affiliate-marketing","minRank":1,"maxRank":20}],"license":"Free to cite with attribution to SurfBloom (surfbloom.com)."}