#AISChallenge Day 2! Check! · AI Automation Society

#AISChallenge Day 2! Check!

What I scraped: Used Firecrawl to scrape Paginas Amarillas Panama — the countrys yellow pages,

The goal was TAM validation: how many professionals are actually listed vs. how many exist in government registries.

One thing I learned:C laude Code automatically chose firecrawl_scrape instead of firecrawl_crawl without me specifying. I was expecting to have to tell it which tool to use, but it inferred that I just needed a spot-check of listing counts — not a full site crawl.

That saved me from burning through credits unnecessarily.

One use case idea: Competitive landscape research for clients. Instead of manually browsing directories, scrape the local business directory, pull counts by category, and show the client exactly where they sit relative to competitors. Works for any niche in any local market — and takes 2 minutes instead of 2 hours #AISChallenge

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