Side-by-side comparison of AI visibility scores, market position, and capabilities
SF competitive benchmarking platform with 4,500+ companies contributing $4B+ ad spend for real-time DTC peer benchmarks; YC W21 $4M raised using data co-op for CAC and ROAS industry comparisons.
Varos is a San Francisco-based AI-powered competitive benchmarking platform operating the largest first-party data cooperative in digital marketing — enabling direct-to-consumer brands, e-commerce companies, and digital agencies to benchmark their paid acquisition performance (CAC, CPM, CTR, conversion rates, ROAS) against industry-specific peers using anonymized data contributed by 4,500+ participating companies representing $4 billion+ in annual advertising spend. Founded and backed by Y Combinator (W21) with $4.13 million raised from C3 Ventures, Y Combinator, and others, Varos operates a give-to-get model where brands share their own metrics to access the cooperative benchmark database.
Managed recommendation API with deep-learning personalized feeds; $8M Series A from Madrona, serving Outdoorsy and QVC with Meta-caliber personalization for companies without ML engineering teams.
Shaped is a San Francisco-based machine learning infrastructure company that provides production-ready recommendation systems and personalized feed APIs that businesses integrate to deliver relevant content, products, and notifications to users — eliminating the need to build and maintain complex recommendation engineering in-house. Founded by former Meta recommendation systems engineer Tullie Murrell, Shaped raised $8 million in Series A funding in July 2024 from Madrona Venture Group and Global Founders Capital, serving customers including Outdoorsy (peer-to-peer RV rental), Brazilian grocery app Trela, and QVC.
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