sales-outreach-automation-langgraphAgent34/100 via “automated lead research via web scraping and data aggregation”
Automate lead research, qualification, and outreach with AI agents and Langgraph, creating personalized messaging and connecting with your CRMs (HubSpot, Airtable, Google Sheets)
Unique: Integrates multiple external data sources (LinkedIn, company websites, news APIs) into a single research node that outputs structured context for LLM analysis. Research results are cached in workflow state to avoid redundant API calls for the same lead.
vs others: More comprehensive than single-source enrichment because it triangulates data from LinkedIn, company sites, and news; more cost-effective than commercial data providers because it uses free/low-cost public sources, though with lower accuracy and reliability.