Side-by-side comparison of AI visibility scores, market position, and capabilities
Raised $70M seed (Dec 2025) at ~$250M valuation led by Spark Capital and Triatomic. Jeff Dean angel. FutureHouse spinout. Kosmos AI scientist compresses 6 months of research into 24 hours.
Edison Scientific is a FutureHouse spinout building Kosmos — an AI scientist that autonomously conducts research by reading papers, writing code, running computational experiments, and synthesizing findings at a scale impossible for human researchers. The company raised $70 million in seed financing in December 2025 at an approximately $250 million valuation, led by Spark Capital and Triatomic, with Jeff Dean (former Google Brain chief and Gemini lead) as an angel investor.
Google Cloud (GOOGL) unified ML platform with Gemini access, AutoML, and 150+ foundation models in Model Garden; competing with AWS SageMaker and Azure ML for enterprise AI development infrastructure.
Google Vertex AI is Google Cloud's unified machine learning platform — providing end-to-end infrastructure for building, training, deploying, and monitoring ML models and generative AI applications, integrating Google's pre-trained models (Gemini, PaLM, Imagen), AutoML capabilities, custom training infrastructure, and the Model Garden (a catalog of 150+ foundation models) into a single managed platform. Part of Google Cloud (NYSE: GOOGL), Vertex AI serves data scientists, ML engineers, and enterprise AI teams that want to build production AI on Google's infrastructure.
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