Side-by-side comparison of AI visibility scores, market position, and capabilities
Kumo is a graph ML platform that trains predictive models directly on cloud data warehouses (Snowflake, BigQuery) without data movement; raised $31M Series A led by Sequoia; founded by ex-Pinterest and Stanford AI researchers;
Kumo is an artificial intelligence company founded in 2021 by Vanja Josifovski (formerly VP of AI at Pinterest and Google) and a team of Stanford AI researchers, headquartered in San Mateo, California. The company has built a graph machine learning platform designed to train and deploy predictive models directly on top of structured data stored in modern cloud data warehouses — specifically Snowflake and Google BigQuery — without requiring data engineers to extract, transform, and move data to a separate ML infrastructure. Kumo's approach uses a graph-based data representation that captures relationships between entities in relational databases, enabling more accurate predictions than flat-table approaches for use cases like churn prediction, fraud detection, customer lifetime value, and recommendation systems.
Scaleway is a French cloud provider under Iliad Group with ~€150M estimated revenue. Focused on European data sovereignty and GPU cloud for AI. HQ: Paris. Founded 1999.
Scaleway is a French cloud computing provider and subsidiary of Iliad Group, the telecommunications and technology conglomerate founded by billionaire Xavier Niel. Originally launched as Online.net in 1999 and rebranded as Scaleway in 2015, the company has grown into one of Europe's leading independent cloud providers, positioning itself as the European alternative to US hyperscalers for GDPR-sensitive workloads.
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