How Deep Research Works in Dume.ai

1

Question Intake & Planning

When you ask a complex question like “Summarize our research insights on X and draft an executive summary,” Dume.ai uses multi‑step planning, breaking down research tasks just like Deep Research tools do.

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2

Semantic Retrieval via Vector Search

It ingests data from your integrated tools, embeds text content, and performs a vector search to extract relevant documents or emails using models like text‑embedding‑3 or bge‑small via Weaviate or pgvector

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3

Iterative Reasoning with Agent Chains

It ingests data from your different pages, embeds text content, and performs a vector search to extract relevant documents using models like text‑embedding‑3 or bge‑small via Weaviate or pgvector.

4

Drafting & Reporting

Dume.ai compiles a structured summary or report based on your inputs and source, generating cohesive, cited findings in a readable format.