Side-by-side comparison of AI visibility scores, market position, and capabilities
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.
Real-time legal spend management platform giving in-house legal teams visibility into outside counsel costs as they accrue.
Apperio is a London-based legal spend management company that provides in-house legal departments with real-time visibility into outside counsel fees as work happens, rather than waiting for invoices. Law firms connected to Apperio push time-entry data to the platform daily, enabling legal ops teams to track spend against matter budgets in near-real time, forecast end-of-quarter spend, and compare rates and efficiency across panel firms. Apperio targets general counsel offices at mid-market and enterprise companies that manage significant panels of outside counsel and need to close the information gap between work performed and billing. The platform integrates with eBilling systems like Brightflag and provides analytics for benchmarking firm performance. Founded in 2014, Apperio has been adopted by major brands and financial institutions and has raised funding from investors including Notion Capital and Episode 1.
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