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What is Deep Research?

Deep Research tackles complex research projects by intelligently planning multiple strategic web searches across different angles, then synthesizing findings into comprehensive reports with proper citations. It’s designed for when you need thorough investigation rather than quick answers.

When to use Deep Research

Deep Research is particularly powerful for:
  • Background research - Comprehensive overviews of topics, companies, or industries
  • Market analysis - Understanding market trends, sizing, and competitive landscapes
  • Competitive analysis - In-depth competitor research and positioning
  • Academic research - Literature reviews and multi-source academic investigations
  • Strategic planning - Research to inform business decisions and strategy
  • Industry trends - Understanding emerging trends and their implications
Use Deep Research when you need thorough, well-documented analysis rather than quick facts or casual conversation. The resulting report with citations can be downloaded as a PDF, saving you hours of manual research and compilation.

How Deep Research works

  1. Clarification: Deep Research asks follow-up questions to define the scope
  2. Intelligent planning: It analyzes your answers and creates a strategic research plan
  3. Multi-source searching: It conducts multiple web searches from different angles to gather comprehensive information
  4. Real-time visibility: You can watch the search activity in real-time and see sources as they are added
  5. Synthesis and analysis: All findings are analyzed and synthesized into a structured report
  6. Citation and documentation: Every claim is properly cited with source links for verification
Deep Research only searches the public web. It cannot access tagged integrations such as @SharePoint, @OneDrive, or @Google Drive, connected apps, agents, or internal company data. To search internal data, use Company Knowledge.

Models used

Deep Research uses a combination of three specialized models working together:
Deep Research uses the workspace’s pre-configured research models after it starts. Deep Research only starts if the selected chat model supports tools. That chat model handles only the initial conversation before research begins.

Bring Your Own Key (BYOK) workspaces

Cloud BYOK workspaces need a Reasoning model and a Fast reasoning model for Deep Research. If no Deep Research Backbone model is set, the workspace Backbone model is used automatically. Configure these models in your workspace settings. Deep Research appears in Tools after the required models are configured. Dedicated deployments can also use models configured for the deployment. Standard workspaces (without BYOK) automatically use Langdock’s optimized model configuration.

Usage limits

For standard workspaces using Langdock keys, Deep Research has a fixed limit of 15 researches per user in a rolling 30-day window. BYOK workspaces can configure their own usage limits or remove limits entirely. Deep Research also counts toward your general session and weekly usage limits. See Usage Limits for details.

Getting started

Deep Research is enabled by default. If you do not see it in Tools, your workspace admin may have restricted access. To use it:

1. Select Deep research from Tools in the chat

2. Enter your research query

Be specific about what you need (e.g., “Compare pricing models for SaaS platforms” vs. “Tell me about SaaS”)
Tools menu open with Deep research available

3. Answer the follow-up questions

Deep Research follow-up questions in Chat

4. Watch as Deep Research conducts its investigation in real-time

Deep Research running with progress and research activity
And see what sources are being read at which moment.
Deep Research card showing current searches and sources

5. Review the comprehensive report with citations

Completed Deep Research report with citations
View the Activity of the Deep Research.
Deep Research activity panel listing searches and pages read
And inspect all sources of the report.
Deep Research sources panel listing report sources

6. Download as PDF if needed for sharing or offline reference

Expanded Deep Research report with Download and Copy controls

Deep Research vs. Regular Chat

Deep Research transforms how you approach complex research tasks, providing the depth and rigor of manual research with the efficiency of AI automation.

FAQ

Use Web Search for quick, focused questions where a small number of current sources is enough. Use Deep Research when you need a more comprehensive answer that compares sources, builds a report, or synthesizes findings across several searches.
State the goal, audience, required sources or exclusions, timeframe, geography, and desired output format. A focused research question usually produces a better report than a broad request such as “research this topic.”