This whitepaper compares Azure AI Foundry and Mosaic AI, highlighting their different strengths. Azure AI Foundry, tightly integrated with Microsoft’s ecosystem, offers 90+ models, enterprise-grade security, autoscaling, and low-code agent development with real-time updates—ideal for scalable, compliant AI solutions. Mosaic AI, built into Databricks’ Lakehouse, emphasizes data unification, SQL-based access, open-source models, fine-tuning, and multi-model orchestration. It suits organizations invested in Databricks seeking deep data-AI integration. Cost structures differ: Mosaic bundles compute and storage, while Azure is token- and GPU-based. Ultimately, both are complementary—Azure for controlled enterprise AI, Mosaic for data-driven experimentation.

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