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Interpretable and steerable enterprise-scale deep research over proprietary heterogeneous sources

Establish systems that can conduct enterprise-scale deep research over proprietary, heterogeneous data sources while preserving interpretability and enabling real-time steerability throughout the research process.

References

A key gap remains: current systems cannot conduct enterprise-scale deep research over proprietary, heterogeneous sources while remaining interpretable and steerable.

Enterprise Deep Research: Steerable Multi-Agent Deep Research for Enterprise Analytics (Prabhakar et al., 20 Oct 2025) in Section 6 (Related Works), AI-driven Research Systems