Research Summary: ChatGPT vs. Organic Search Conversion Rates
As AI visibility shifts from a theoretical concept to a measurable marketing channel, data is beginning to reveal how LLM-driven traffic behaves […]
Prompt Repetition Reveals a Structural Property of Causal LLMs
A recent research paper (arXiv:2512.14982) shows that prompt repetition — simply placing a second copy of the entire input immediately after the […]
Tracking AI-Generated Traffic: A Measurement Framework for 2026
The mechanics of online discovery have fractured. Users are increasingly bypassing traditional search engine results pages in favor of direct, synthesized answers […]
AI Visibility Consistency: A New SEO KPI for the LLM Era
You’ve likely seen the screenshots: a search query that used to drive high-intent traffic to your site is now being answered entirely […]
The Collapse of the SERP Silo: Why ChatGPT Ads Require Unified Prompt Intelligence
Unified Prompt Intelligence begins where the SERP silo collapses. The introduction of ads in ChatGPT isn’t just a new feature for OpenAI; […]
Why AI Chatbots Change Their Answers When You Ask “Are You Sure?”
The Illusion of Reversal If you use AI chatbots daily, you’ve likely noticed a pattern: ask a question, get a confident answer […]