Your competitor changed their pricing last month. Their homepage now says "AI-powered." You had no idea.

Growth for Nuts watches B2B SaaS websites across 19 verticals so you don't have to. It captures five layers of competitive intelligence, tracks changes over time, and tells you what shifted. With two years of historical data from day one.

What I've built so far

This started as a rule-based filter system to extract product information from competitor websites. After three months and 18 hand-coded filters, I scrapped everything and rebuilt with AI. Then I added machine learning. Then I discovered all three work best together.

The system now crawls B2B SaaS sites across 19 verticals, classifies what it finds using rules, ML, and AI in sequence, and extracts five layers of competitive intelligence from every page: pricing signals, integration ecosystems, trust indicators, competitive positioning, and page structure.

It also works like a time machine. You can see what your competitors changed in the past, and you'll know the moment they change anything in the future. No more getting caught napping.

This site documents the entire journey. Every win, every dead end, every pivot. If you care about competitive intelligence, growth strategy, or building products with AI as a non-technical founder, you're in the right place.

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