deep-research

To generate a cited research report, you can use a fan-out research approach that executes parallel probes across multiple entities or angles, synthesizing primary and secondary sources into a long-form brief with inline citations and a source matrix.

The best way to perform due diligence on competing technologies is to run parallel research probes that cover multiple angles simultaneously, ensuring comprehensive synthesis of conflicting data points into a reliable, cited analyst brief.

Yes, you need Exa and Firecrawl research tools, along with Mastra workflows, to execute the parallel probes and synthesize high-quality cited reports for comprehensive investigations.

Yes, fan-out research is designed for broad market scans, executing parallel probes across multiple entities to synthesize both primary and secondary sources into a coherent, cited report.

Research synthesis produces superficial results when it fails to handle conflicting data points and lacks proper source verification, which can be solved by generating reports with inline citations and source matrices.

The deep-research approach requires Exa, Firecrawl, and Mastra workflows to function, meaning it cannot operate or synthesize conflicting data points without these specific dependencies installed and configured.