Research

Harmonic Scout startup research agent

Harmonic rebuilt Scout so investors can query startup, founder, investor, CRM, and web data in natural language.

Author: Sofia Sulikowski

What was done

Harmonic's Scout helps venture investors move from manual filter building to natural-language research over startup data, firm-specific CRM context, emails, LinkedIn connections, and live web data. The rebuilt Deep Agents harness gives Scout tools for global company data and firm-specific context, allowing users to ask for thesis matches, founder briefings, and personalized outreach drafts. LangSmith and LangGraph support evaluation, tracing, and earlier modular workflows.

Stack

Deep Agents
LangSmith
LangGraph

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