The money in local lead generation is not in the scrape. The scrape gives you names, phones, websites, and ratings. Useful — but not enough to sell web design, SEO, ads, or any local service at scale.
The money is in what happens next: finding the businesses that match a real offer, knowing who runs them, getting a usable email, understanding what is weak about their online presence, and writing outreach that references something specific.
That is exactly where an AI agent plus LeadMerlin becomes interesting.
The workflow that actually matters
Most people think the workflow is: scrape a city, export a spreadsheet, send a generic email. That works poorly because the list is too raw.
The workflow you want your agent to run looks more like this:
- Search a niche and location.
- Enrich every business with contact, website, owner, tech, and service data.
- Score the businesses against the offer.
- Filter out bad targets.
- Generate outreach using real context.
- Export to your CRM or cold-email tool.
That is the difference between “I scraped 1,000 leads” and “I have 125 businesses that match my offer, have reachable contacts, and a reason to take the call.”
What your agent needs
For Claude Code or Cursor to do useful lead-gen work, it needs a clear map of the system: where the businesses come from, how to authenticate, whether the job is async, what fields exist, and which fields become CSV columns. A markdown skill file gives the agent that contract — it reads it like project instructions and follows the same sequence every time.
LeadMerlin ships exactly that skill. Paste it in, give your agent an API key, and it can search, wait for enrichment, inspect the fields, filter the best prospects, and save a CRM-ready export from a plain-English request.
The data your agent gets back
For every business: listing data, website identity, crawled pages (homepage + up to 5 subpages), owner signal, all discovered emails with verification status, phones with line type and carrier, social profiles, tech stack, and a short business summary. Each field maps to an action — outdated CMS and no analytics if you sell websites; review counts and service pages if you sell SEO; owner name and verified email if you just need to reach a human.
Example prompts
Once the skill is installed you can ask for outcomes, not API calls:
Find med spas in Scottsdale. Keep businesses with owner names or verified emails. Add a personalization line from their services. Export the top 100.
Find roofers in Tampa with 20+ reviews and no obvious analytics stack. Build a CSV for a website-audit campaign.
That is the real value: your agent moves from “get data” to “prepare a campaign.” Start with 100 free leads — no card required.