The CB Insights Enterprise AI Roadmap explores how the AI development platform market is evolving in response to generative AI. As traditional ML tools like DataRobot lose steam, platforms such as Databricks, Hugging Face, and Scale AI are rising, driven by enterprise demand for genAI use cases. Enterprises are evaluating tools based on productivity and cost savings, with many adopting task-specific or open-source models to optimize ROI. Big tech firms retain advantages through infrastructure and reach, while smaller players must innovate rapidly. Buyers increasingly demand custom solutions, robust data integration, and proof of business value.

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