Side-by-side comparison of AI visibility scores, market position, and capabilities
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.
Salesforce (NYSE: CRM) B2B marketing automation with lead scoring, email nurturing, and native Salesforce CRM integration; competing with HubSpot and Adobe Marketo for B2B demand generation and multi-stakeholder sales cycles.
Salesforce Marketing Cloud Account Engagement (formerly Pardot) is Salesforce's (NYSE: CRM) B2B marketing automation platform — acquired as part of the ExactTarget acquisition in 2013, rebranded from Pardot to Account Engagement in 2022 — providing lead management, email nurturing, landing page creation, lead scoring, and Salesforce CRM integration for B2B companies with complex, multi-stakeholder sales cycles. Account Engagement serves B2B marketing and sales teams that need to coordinate long sales cycles across multiple decision-makers, track prospect engagement across website, email, and form touchpoints, and route qualified leads to the appropriate sales territory with full engagement context.
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