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Deep Research Stack

Perplexity AI hunts real-time sources across the web with proper citations, filtering for authoritative content. Those sources are imported into NotebookLM which organises, analyses, and synthesises the material — generating audio overviews, mind maps, and Q&A — without hallucinating beyond the sources you feed it. Cuts research time by 50–60% on market analysis, competitor research, and literature reviews.

The workflow — 2 agents in sequence

1
Perplexity AI logo
Perplexity AIMCP server

Real-time source discovery and web research

AI-powered answer engine with real-time web access and inline citations. Free, Pro $17/mo, Max $167/mo, Enterprise Pro $34/seat. Computer agent on all paid plans. Comet browser, Sonar API.

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Perplexity hunts authoritative sources with citations — results are exported and imported into NotebookLM as source documents

2

Source synthesis and structured insight generation

Google source-grounded AI research assistant. Free up to 50 sources per notebook; paid tiers from $7.99/mo via Google AI subscriptions. Audio Overviews, mind maps, and citation-backed Q&A on uploaded sources only.

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Some agents in this stack expose an MCP server

MCP (Model Context Protocol) is an open standard for connecting AI agents to tools and data. The agents that publish a server can be connected into directly by an AI assistant. The others act as clients, meaning they consume external tools rather than exposing their own, so those steps still need conventional integration.

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