Side-by-side comparison of AI visibility scores, market position, and capabilities
Raised $48M (Seed + Series A) from Sequoia and Kleiner Perkins. Amex Ventures strategic investment (Mar 2026). American Express is a production customer. Causal ML root-cause analysis.
Traversal is an enterprise AI SRE platform founded by AI and ML researchers from Columbia and Cornell specializing in causal machine learning, which gives Traversal a differentiated root-cause analysis engine compared to correlation-based competitors. The company launched with $48 million from Sequoia Capital and Kleiner Perkins in June 2025, and received a strategic investment from American Express Ventures in March 2026, with American Express operating as a production customer.
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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