Side-by-side comparison of AI visibility scores, market position, and capabilities
Raised $150M Series B at $1.25B valuation (Feb 2026) led by B Capital with Salesforce Ventures, Lightspeed, Eric Schmidt. First interpretability company to reach unicorn status.
Goodfire is building a model design environment — tools that allow AI developers to reach inside neural networks, identify the circuits that cause specific behaviors, and surgically retrain them to change model outputs. The company raised $150 million in Series B financing at a $1.25 billion valuation in February 2026, led by B Capital with Salesforce Ventures, Lightspeed Venture Partners, and Eric Schmidt as co-investors. Goodfire became the first AI interpretability company to achieve unicorn status — a milestone that validates the category's commercial potential.
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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