Fundamental vs Adept AI

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

Fundamental

ChallengerArtificial Intelligence

Large Tabular Model / Enterprise Analytics AI

Raised $255M Series A at $1.2B valuation (Feb 2026). Instant unicorn. Nexus Large Tabular Model (LTM) for enterprise structured data. Seven-figure Fortune 100 deals. AWS strategic partner.

About

Fundamental is an enterprise analytics AI company that emerged from stealth in February 2026 with a $255 million Series A at a $1.2 billion valuation — one of the rare instant unicorns backed by Oak HC/FT, Valor Equity Partners, Battery Ventures, and Salesforce Ventures. The company's Nexus Large Tabular Model (LTM) is purpose-built for enterprise structured data — rows, columns, and tables — rather than text, addressing the foundational limitation of LLMs applied to business analytics where precision on numerical and categorical data matters more than fluency.

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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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