Side-by-side comparison of AI visibility scores, market position, and capabilities
Raised $30M Series B (General Catalyst). Snowflake Ventures joined Jan 2026. Fortune 500 waitlist. AI DRE agent automates data pipeline incident detection and resolution.
Pantomath is a DataOps observability platform whose AI DRE (Data Reliability Engineer) agent automatically detects, diagnoses, and resolves data pipeline incidents — replacing the reactive human on-call workflows that data engineering teams currently rely on. The company raised $30 million in Series B financing led by General Catalyst, with Snowflake Ventures joining the round in January 2026 as a strategic investor. Fortune 500 enterprises are waitlisted for deployment, indicating demand is outpacing current go-to-market capacity.
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.
Monitor how your brand performs across ChatGPT, Gemini, Perplexity, Claude, and Grok daily.