Welcome to the Topic Modeler blog
Why we're starting a blog, what you can expect to find here, and how it connects to the rest of the Topic Modeler stack.
We're starting a blog to share what we're learning about AI search authority, content space mapping, and structured publishing for foundational AI models — the same topics that drive every Topic Modeler module.
What you'll find here
- Strategy posts on how AI search engines (and the LLMs that power them) decide which brands to surface for category-defining queries
- Behind-the-scenes notes on how Brand DNA Mapper, Authority Builder, ACSS, and the Site Map Generator actually work under the hood
- Case studies from B2B brands that have shipped their Topic Modeler deliverables and what they learned in the first 90 days
- Frameworks for content teams, SEO leads, and agencies who want to operationalize "AI-search readiness" without ripping out their existing CMS
Who it's for
If you run content, growth, SEO, or product marketing at a B2B company — and you've felt the ground shift under traditional SEO over the past 18 months — this is for you. The strategies that worked when Google was the only entry point don't work the same way when buyers ask ChatGPT, Claude, Perplexity, and Gemini for category recommendations.
The good news: the underlying discipline (clear topic modeling, structured entity layers, durable content architecture) is more valuable now, not less. The bad news: most sites weren't built for it.
That's what we're here to talk about.
Stay close
- Pricing — module-by-module breakdown of the Topic Modeler stack
- Enterprise — the bundled foundation for brands with deeper catalogs
- FAQ — common questions about implementation, timing, and scope
More posts coming soon.
Want the full Topic Modeler stack?
Five modules + an Enterprise bundle. Foundation projects + ongoing content tooling for AI-search visibility.