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Sales, Marketing & Support

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.

Done withn8n

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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Source: dev.to · Undated

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