Side-by-side comparison of AI visibility scores, market position, and capabilities
Raised $480M seed at $4.48B valuation (Jan 2026). NVIDIA, Jeff Bezos, GV, Emerson Collective. Founded by ex-Anthropic, xAI, and Google researchers. AI amplifying human collaboration.
Humans& is a human-centric AI company founded by some of the most decorated AI researchers of the current generation: Andi Peng (led Claude 3.5 and 4.5 at Anthropic), Eric Zelikman and Yuchen He (from Grok development at xAI), and Georges Harik (Google's 7th employee). The company raised $480 million in seed financing in January 2026 at a $4.48 billion valuation, backed by NVIDIA, Jeff Bezos, GV (Google Ventures), and Emerson Collective.
Web3 authentication and account abstraction infrastructure enabling gasless transactions and simplified dApp onboarding; ERC-4337 implementation allows dApps to sponsor gas fees on behalf of users and accept ERC-20 token gas payment for mainstream-accessible wallet experiences.
Biconomy is a Web3 infrastructure platform focused on making decentralized applications usable by mainstream audiences who are not familiar with cryptocurrency gas mechanics. Its core product implements account abstraction via ERC-4337, allowing dApp developers to sponsor gas fees on behalf of users, accept gas payment in ERC-20 tokens instead of native currency, and batch multiple on-chain transactions into a single user action. These capabilities transform the user experience from one requiring native token balances and technical awareness into something closer to a conventional web application workflow.
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