Semantic Topic Audit

Reverse AI Topical Monitor

My generative engine optimisation (GEO) tool reviews what AI understands about your webpage and your brand. The AI Topical Monitor uses Google Llama to review your page's copy, and extract what an AI LLM can see. Perform a one off check to see if AI is getting it right or if you need to make copy updates, or monitor to be alerted when your key pages drift into the wrong topics and harm your AI visibility.

Business Entity i This identifies the main brand or organisation representing the website.

--

Core Topics i This maps out the core semantic topics or categories extracted from the homepage.

--

Target Audience i This defines the intended target audience for the website copy.

--

Market Competitors i This identifies implied or direct market competitors based on context.

--

Primary User Intent Matching i I categorise the user intent behind search queries targeting this page content.

--

Conversational Semantic Gaps i I identify three critical topical concepts missing from my scan of your content.

--
--
--
Console idle. Enter details above and click Scan Content Profile to execute simulation.
Common Questions

Frequently Asked Questions

I fetch the copy from the page URL you submit and run it through Google Llama. I extract the primary business entity, the core semantic topics, the target audience, implied competitors, primary user intent category, and semantic gaps. This shows you exactly how generative engines interpret and categorise your content.

I crawl the URL you submit, strip the navigation and footer to isolate the main body copy, and pass the cleaned text into Google Llama. I return a structured classification of entity, topics, audience, intent, gaps, and competitors, showing you how AI platforms read and categorise your page.

I recommend starting with your highest traffic landing pages and your core commercial pages. These are the pages most likely to drift over time as copy gets updated, and the ones where a topical mismatch will cause the most damage to your AI visibility.

AI platforms like ChatGPT, Gemini, and Perplexity use your page copy to decide what your brand is about and when to recommend it. If your copy has drifted into the wrong topics, or is sending mixed signals about your audience, you will be excluded from relevant AI responses. I believe monitoring this regularly is a core part of my GEO recommendations.

Historical Release Log

v1.1.0 2026-05-12
Added support for canonical alignment checks to verify that URL parameters do not cause duplicate semantic profiling drops.
v1.0.0 2026-02-15
Initial launch of the tool mapping webpage semantic positioning (including core entity definitions, target topics, targeted audience profile, key competitors, implied query intent, and semantic content gaps).