Category: Tools

Most reviews of AI web scraper tools are paid promotions written by people who’ve never actually used the products. I spent three weeks testing the top tools to find which ones actually deliver for GTM Engineers and RevOps teams. If you’re building TAM lists, enriching accounts, or monitoring competitors, you need reliable data extraction. The…

I burned through $700 testing AI workflow automation tools last quarter. Some were genuinely impressive. Others were overpriced wrappers around basic API calls. The difference between them matters a lot when you’re building revenue operations that actually need to scale. If you’re a GTM Engineer or RevOps leader trying to automate lead enrichment, prospecting, or…

I burned through $700 and 200+ hours testing GTM tools so you don’t have to. Here’s what I learned: most “best GTM tools” lists are written by people who never actually deployed these things. They copy specs from marketing pages and call it research. I actually ran these tools in production stacks, integrated them with…

After burning through $700 in my first two weeks with Clay on inaccurate enrichments, I went down a rabbit hole exploring alternatives. That story from a fellow GTM operator hits home for many teams. Clay is powerful, but the credit-burning model, steep learning curve, and overwhelming interface push teams to look elsewhere. The good news?…