Reflection AI vs Adept AI

Side-by-side comparison of AI visibility scores, market position, and capabilities

Reflection AI

ChallengerArtificial Intelligence

Open Frontier AI Models

Raised $2B at $8B valuation (Oct 2025), NVIDIA-backed. In talks for $2.5B at $25B valuation (Mar 2026). "America's answer to DeepSeek." Founded by ex-Google DeepMind AlphaGo co-creator.

About

Reflection AI is positioning itself as the primary US-based open frontier AI model company — the American alternative to DeepSeek's open-source challenger model strategy. The company raised $2 billion at an $8 billion valuation in October 2025 with NVIDIA as a strategic investor and member of NVIDIA's Nemotron Coalition, and was in talks to raise $2.5 billion at a $25 billion valuation in March 2026. Reflection was founded by researchers who co-created AlphaGo at Google DeepMind.

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Adept AI

EmergingAI Infra

AI Agents

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.

About

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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