Databricks Multi-Step Agent Outperforms Stronger Single Model by 21% on Hybrid Queries

Summary

Databricks conducted benchmarking tests pitting a more powerful standalone model against its multi-step agentic system on hybrid queries — tasks that combine structured data retrieval, unstructured search, and reasoning. The agentic architecture outperformed the stronger single model by a 21% margin, demonstrating that orchestrated multi-step workflows can compensate for raw model capability gaps. This result reinforces a growing industry pattern: agentic architectures that decompose complex ta