Visibility Research
Insights and analysis on AI Search & AI Visibility.
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 […]
KumarMIndustry Deep Dive: How AI is Reshaping SaaS, E-commerce, Banking and Travel
The digital landscape of 2026 is witnessing a fundamental transformation in how value is captured across key sectors, as traditional search journeys […]
KaramchanThe Conversion Paradox: High Quality, Low Volume Traffic from AI Search
The digital search landscape is undergoing a structural shift defined by what industry analysts call “The Great Decoupling,” a phenomenon where total search […]
Leela AdwaniContent Freshness is King: Why AI Prioritizes Newer Information
In the era of Answer Engine Optimization (AEO), content freshness has emerged as a primary filter for visibility, marking a departure from […]
LLM-Preferred Formats: What Content Types Consistently Earn AI Citations
In the evolving search landscape, digital marketing is shifting from a “click and explore” model to an “ask and receive” experience. Success […]
AI Search: What It Is, How It Works, and How It’s Changing SEO
AI Search is reshaping how people discover information online. Instead of typing short keywords and scrolling through links, users now ask full […]
MinaAvoiding Black Hat LLMO: Why Manipulating Datasets Will Backfire
As the “Wild West” of AI search continues to evolve, some marketers are already rushing to game the system using tactics reminiscent […]
Is SEO Dead in the Age of AI Search? A New Reality for Ecommerce
For years, SEO has been one of the most reliable growth channels for ecommerce.Create content, rank on Google, drive traffic, convert users. […]