Thinking Machines Lab vs Biconomy

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

Thinking Machines Lab leads in AI visibility (84 vs 20)
Thinking Machines Lab logo

Thinking Machines Lab

Leaderartificial intelligence

AI research lab

AI research lab founded by ex-OpenAI CTO Mira Murati. Raised $2B at $12B valuation from a16z, Nvidia, AMD; signed multi-year Nvidia compute deal in 2026.

AI VisibilityBeta
Overall Score
A84
Category Rank
#1 of 1
AI Consensus
71%
Trend
up
Per Platform
ChatGPT
89
Perplexity
83
Gemini
78

About

Thinking Machines Lab was founded by Mira Murati, who served as Chief Technology Officer of OpenAI before departing in 2024. Murati's tenure at OpenAI oversaw the development and launch of GPT-4, DALL-E, and ChatGPT, giving her unmatched firsthand experience with the technical and organizational challenges of frontier AI development. She founded Thinking Machines Lab with the mission of building AI systems that are both highly capable and deeply aligned with human values and intent.\n\nThinking Machines Lab operates as an AI research organization focused on developing next-generation foundation models and the scientific frameworks needed to make powerful AI systems more reliable, interpretable, and beneficial. The company has assembled a team of researchers from leading AI institutions and is building the compute infrastructure necessary for frontier model training. It secured a multi-year compute agreement with NVIDIA, ensuring access to the GPU capacity required to compete at the frontier of AI research.\n\nThe company raised $2 billion at a $12 billion valuation, with participation from Andreessen Horowitz, NVIDIA, and AMD — a capital raise that ranks among the largest first rounds in technology history. The involvement of both major AI chip vendors as strategic investors signals deep alignment between Thinking Machines Lab's compute roadmap and the hardware ecosystem. With Murati's profile, the caliber of its investor base, and its frontier research mandate, Thinking Machines Lab is positioned as one of the most closely watched AI labs in the post-ChatGPT era.

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Biconomy logo

Biconomy

EmergingWeb3

Web3 Transaction Infrastructure

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.

AI VisibilityBeta
Overall Score
D20
Category Rank
#1 of 1
AI Consensus
55%
Trend
up
Per Platform
ChatGPT
13
Perplexity
26
Gemini
13

About

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.

Full profile

AI Visibility Head-to-Head

84
Overall Score
20
#1
Category Rank
#1
71
AI Consensus
55
up
Trend
up
89
ChatGPT
13
83
Perplexity
26
78
Gemini
13
77
Claude
28
82
Grok
15

Capabilities & Ecosystem

Capabilities

Only Biconomy
Web3 Transaction Infrastructure

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