ServiceNow IA recherche

EDRA: Enterprise Deep Research Agent

Résumé

Many critical enterprise functions—such as strategic sales, market due diligence, competitive analysis, regulatory strategy, and R&D planning—depend on teams conducting research. This often involves manually digging through specialized data sources, piecing together information from different teams and tools, synthesizing fragmented insights into coherent narratives, and doing it all while protecting sensitive or confidential details. To address these challenges, we introduce the Enterprise Deep Research Agent (EDRA), an agentic system designed to support secure, adaptive, and high-fidelity research workflows. EDRA combines a privacy-aware architecture with adaptive reasoning and planning capabilities, enabling enterprises to scale deep research more effectively. We contribute: (1) an autonomous agent capable of leveraging enterprise and public tools across hundreds of action and reasoning steps to generate high-quality research reports; (2) an ablation study analyzing the impact of key architectural components on agent performance; and (3) state-of-the-art performance of 67.2% on the enterprise deep research agent benchmark DRBench. Code available at https://github.com/ServiceNow/deep-research.

Publication
NOW AI
Chris Tyler
Chris Tyler
AI Developer

AI Developer at AI Research Deployment​ located at Montreal, QC, Canada.

Daniel Tremblay
Daniel Tremblay
AI Developer

AI Developer at AI Research Deployment​ located at Montreal, QC, Canada.

Oleh Shliazhko
Oleh Shliazhko
AI Developer

AI Developer at Frontier AI Research located at Amsterdam, Netherlands.

Issam H. Laradji
Issam H. Laradji
Research Manager

Research Manager at Frontier AI Research located at Vancouver, BC, Canada.

Christopher Pal
Christopher Pal
Distinguished Scientist

Distinguished Scientist at AI Research Partnerships & Ecosystem​ located at Montreal, QC, Canada.

Gabriel Huang
Gabriel Huang
Research Scientist

Research Scientist at Frontier AI Research located at Montreal, QC, Canada.

Gaurav Sahu
Gaurav Sahu
Visiting Researcher

Visiting Researcher at Frontier AI Research located at Waterloo, ON, Canada.

Miguel Muñoz-Mármol
Miguel Muñoz-Mármol
AI Developer

AI Developer at AI Research Deployment​ located at Toronto, ON, Canada.

Tianyi Chen
Tianyi Chen
Applied Research Scientist

Applied Research Scientist at AI Research Deployment​ located at Toronto, ON, Canada.

Sébastien Paquet
Sébastien Paquet
Research Manager

Research Manager at AI Research Deployment​ located at Montreal, QC, Canada.

Alexandre Drouin
Alexandre Drouin
Head of Frontier AI Research​

Head of Frontier AI Research​ at Frontier AI Research located at Montreal, QC, Canada.

Jason Stanley
Jason Stanley
Head of AI Research Deployment​

Head of AI Research Deployment​ at AI Research Deployment​ located at Montreal, QC, Canada.