Side-by-side comparison of AI visibility scores, market position, and capabilities
Raised Series A led by NewRoad Capital (Jan 2026). $21M total. AI-driven real-time product recommendations and layout for retailers.
Spangle is a Seattle-based AI retail personalization company that provides real-time product recommendations and dynamic catalog layout optimization for online retailers. The company raised a Series A round led by NewRoad Capital in January 2026, with Madrona Venture Group and DNX Ventures also participating, bringing total funding to $21 million.
Adept AI raised $415M to pioneer computer-use AI agents; its core research and agent team moved to Amazon in 2024 in a landmark talent acquisition while the company continues developing ACT-1 for enterprise automation.
Adept AI was founded in 2022 by a team of former OpenAI, DeepMind, and Google Brain researchers to build AI that can take actions on computers — navigating software interfaces, filling forms, and executing multi-step workflows in any application. Its ACT-1 model demonstrated the ability to control web browsers and desktop applications through natural language instructions, pioneering the computer-use agent paradigm that Anthropic later commercialized with Claude's computer use feature.
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