One of the techniques we use to verify sign ups and prioritize outreach is to go to their website and check for very specific things (are they selling a SaaS product, are they e-learning, etc.), some of these things cannot be extracted without LLMs, but managing puppeteer and crawling is very painful. So I built a generic scraping engine that returns structured output. Made our lives so much easier. Hope this helps others too. I'd love to get feedback.
Many of the existing tools we tried like fire crawl, browser use and others are A) not priced well for developers, B) aren't developer first so it's hard to use them in real applications and C) don't support structured data extraction well.
1. How does it work for your need. 2. Any websites where it fails or can be improved 3. The schema generator feedback? Does it generate good schemas for you?
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About this launch
Ashra by Ahmed Saleh Will be launched January 6th 2026.