Side-by-side comparison of AI visibility scores, market position, and capabilities
Novu is an open-source notification infrastructure platform with a unified API for email, SMS, push, and in-app notifications across any provider.
Novu is an open-source notification infrastructure platform that provides developers with a unified API for sending and managing notifications across email, SMS, push, in-app, chat, and webhook channels. Rather than integrating directly with Sendgrid for email, Twilio for SMS, Firebase for push, and building custom in-app notification UI components, engineering teams integrate once with Novu and gain a single abstraction layer that handles provider routing, fallback logic, user preferences, and notification history. This consolidation dramatically reduces the time and complexity of building multi-channel notification systems.
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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