AI Detection of Business Signals: Building a Useful RevOps System
There comes a point where commercial databases are no longer enough.
They can tell you a company exists. They sometimes give you an industry, a size, a website, a LinkedIn account, a few contacts.
But they rarely answer the most interesting question:
Why does this company deserve to be contacted right now?
That question is what gradually led me to work on a broader topic: business signal detection using AI, scraping, automated workflows and some RevOps logic. Not to build a magic machine to sell. Not to replace salespeople. But to better prepare sales work, understand the movements of a company, and turn fairly noisy public data into actionable context.
This page is an entry point. It connects several technical experiments around scraping, competitive monitoring, expansion signals and semi-automated prospecting, and explains the overall reasoning behind these projects.