Why AI Search Attribution Is So Difficult to Measure and How Businesses Can Track What Matters

Key Takeaways Why AI search attribution is hard: The first meaningful interaction often leaves no trace in analytics. What happens after an AI recommendation: Customers research across several channels before converting. Why last-click attribution misses AI: It credits the final recorded step, not the first. Which metrics to track: Separate visibility, behavior and business results. […]

How Can Original Research Help Your Brand Get Cited by ChatGPT and Other AI Search Engines?

Key Takeaways Key Takeaways Search the web for almost any marketing topic and you’ll find dozens of articles saying nearly the same thing. Same tips, same statistics, same advice. When someone asks ChatGPT, Gemini or Perplexity about that topic, the AI can build a helpful answer without leaning on any one company. Now imagine your […]

How ChatGPT, Claude, Gemini and Perplexity Decide What to Recommend

Key Takeaways Search is no longer one experience. A customer can ask ChatGPT, Claude, Gemini or Perplexity the same question and get different companies, different sources and even a different explanation of what matters. That doesn’t mean one of them is wrong. These products find, read and present information in different ways. For businesses, this […]

Entity SEO for AI Search: How to Help AI Understand Your Business

Key Takeaways Introduction: AI Needs to Understand More Than Your Keywords What Is Entity SEO? What does this business represent? Why Entity SEO Matters More in AI Search What Information Makes Up a Business Entity? Entity Relationships Are More Important Than Isolated Keywords The Role of Structured Data and Schema How to Build a Strong […]

Beyond llms.txt: Preparing Your Website for AI Agents and Machine-Readable Search

Key Takeaways For years, most businesses built their websites with two audiences in mind: people and search engines. People needed clear information and easy navigation. Search engines needed pages that could be crawled, indexed, and ranked. AI search has added a third audience to that equation. Platforms like ChatGPT, Gemini, Perplexity, and Google’s AI-powered results […]

Reddit Is Disappearing From ChatGPT Citations: What It Means for AEO, GEO, and AI Visibility

Key Takeaways Reddit spent much of 2026 as one of ChatGPT’s most consistently cited sources, showing up again and again whenever someone asked for recommendations, comparisons, or genuine user opinions. Anyone tracking AEO or GEO performance couldn’t really miss it; Reddit threads kept surfacing across a huge range of buyer-intent questions. That pattern broke, suddenly. […]