Side-by-side comparison of AI visibility scores, market position, and capabilities
SF YC S23 GPU cloud marketplace at $1M revenue Jun 2024 with 5 employees; $500K seed with unified API across 20+ GPU clouds (Lambda/Nebius/Crusoe) solving GPU shortage competing with CoreWeave for ML infrastructure access.
Shadeform is a San Francisco-based GPU cloud marketplace — backed by Y Combinator (S23) with $500,000 in seed funding from Charlotte Fund, Gravity Fund, Soma Capital, Y Combinator, and 7 additional investors — providing ML engineers, data scientists, and enterprises with a unified API and console for accessing and deploying GPU workloads across 20+ GPU cloud providers including Lambda Labs, Nebius, and Crusoe, achieving $1 million in annual revenue in June 2024 with a 5-person team. Founded in 2023 by Ed Goode and Ronald Ding, Shadeform addresses the GPU shortage and cloud fragmentation problem by aggregating GPU supply across multiple providers behind a single interface with smooth provisioning.
$2.3B raised at $29.3B valuation; $2B+ ARR (Q1 2026); used by 50%+ of Fortune 500. Dominant commercial AI coding tool; built on VSCode fork with native agent mode. Competing with GitHub Copilot, Windsurf, and Lovable in the vibe-coding wave.
Cursor is an AI-powered code editor built on Visual Studio Code that integrates advanced language models to provide intelligent code completion, generation, debugging, and refactoring capabilities directly in the development workflow. The company serves software developers seeking to accelerate coding productivity through AI assistance while maintaining full control and understanding of their code. Cursor delivers value through contextual code suggestions that understand entire codebases, natural language commands to modify code, inline AI chat for explaining complex code, and a familiar VS Code interface that requires minimal learning curve for existing developers.
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