How to tell real LLM SEO from repackaged vibes
The test is simple, and we invite you to apply it to us: ask for the baseline and the re-run method. Real AI visibility work starts by capturing where you appear today across a fixed panel of your buyers' actual prompts, then re-runs the same panel on schedule so movement is visible and attributable. No baseline, no method, no accountability. That test is also why we publish our research openly: five studies with open methodology on how AI engines actually pick sources. We measure this field for a living; the programme is the same measurement pointed at your brand.