In the previous article (How to Build a Keyword Clustering System with Embeddings and Density Clustering) I went over the new topic clustering system for
You don’t need to bring your own keywords anymore. 1 keyword in. Full topic cluster out. Mini walkthrough Try it here: Would you like to
March 2026 turned topic clusters into a pipeline. Clusters hand off to Page Pipeline, seven page templates ship with it, and clustering got controls, speed
If you just use a keyword tool to generate a list of keywords, its hard to use that list as is; unless you group them
February 2026 renamed the tools to say what they do, repainted the app in light and dark themes you can read, and let you abort
SEO Content Machine has been around for a while (10 years). Since 2022 a lot has changed in the SEO world, Googles HCU and then
January 2026 fixed the things that quietly cost you time: AI templates that would not load, tasks stuck on Aborting, duplicate task names, and Google
December 2025 Changelog: google maps became cleaner and more selective, browser and proxy handling improved, rate limiting and queues got safer.
November 2025 Changelog: large tasks became more reliable, google maps scraping got a deep reliability pass, thread and rate-limit controls became more practical.