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Sales, Marketing & SupportDone with n8n

Find prospects and summarize business opportunities for sales

Multi-agent n8n workflow finds company URLs, scrapes prospect websites and summarizes opportunities that sales teams can use to tailor outreach.

Find prospects and summarize business opportunities for sales preview
What They Did
A chat trigger starts an n8n workflow. A first agent on o4-mini picks relevant company URLs. Bright Data's Web Unblocker node fetches each page's HTML, and a Code node cleans it. Other agents on gpt-5 summarize page by page, a Merge node combines the summaries, and a final prompt synthesizes the opportunities.
How It Went
It produces a list of business opportunities per prospect site for tailoring outreach. The source gives no numbers or accuracy results. A single all-in-one prompt gave irrelevant, poorly synthesized output.
Worth Knowing
Split the work into separate prompts (URL extraction, per-page summary, final synthesis) and use a cheaper model for URL filtering. A single prompt performed poorly.
Try it yourself with n8n

Build an n8n workflow that takes a list of [industry or search terms] and finds company website URLs, scrapes each homepage and about page, and has an AI step summarize what the company does and 2-3 opportunities where [my product or service] could help. Save each result as a row in a Google Sheet with the company, URL, summary and a suggested outreach angle. Stop after one test run of [5] companies and show me the sheet; do not send any outreach.

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