A marketer built a SaaS product in 2-months. Here's what broke.

A competitive intelligence product that benchmarks a company against up to 4 competitors across 9 dimensions — SEO, paid strategy, site performance, positioning, authority, and AI visibility (testing whether a company surfaces when buyers ask ChatGPT, Gemini, and Claude about their category). Automated report delivered in 15 minutes for $45.

Demo will show: the live report generation flow, the multi-LLM AI visibility testing architecture, and the concurrency and pipeline design that makes a 9-section competitive report return in minutes instead of hours.