What are the new Google Deep Research agents?

Google has released Deep Research and Deep Research Max, upgraded autonomous research agents that can integrate open web data with proprietary enterprise information and generate native charts.

What is the difference between Deep Research and Deep Research Max?

Deep Research is optimized for speed and interactive use, while Deep Research Max uses extended compute for more exhaustive analysis, ideal for background tasks.

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Google's AI Agents Now Fuse Web and Enterprise Data

Q: How do the new agents handle enterprise data?

The agents support the Model Context Protocol (MCP), enabling them to securely query private databases and third-party data services without sensitive information leaving its source environment.

22 Apr

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Summary

New agents integrate web data with enterprise information.
Agents generate native charts and infographics within reports.
MCP support allows secure querying of private data sources.

Google's AI Agents Now Fuse Web and Enterprise Data

Google announced major enhancements to its autonomous research agents with the introduction of Deep Research and Deep Research Max. These new agents, powered by the Gemini 3.1 Pro model, enable developers to integrate open web data with private enterprise information via a unified API. They also offer the capability to generate native charts and infographics directly within research reports.

The agents feature support for the Model Context Protocol (MCP), an emerging standard for connecting AI models to external data. This allows Deep Research agents to securely query private databases and third-party data services without compromising sensitive information. Google is collaborating with industry leaders like FactSet and S&P on MCP server designs to facilitate deeper integration with financial data providers.