ai search

Case Study: How Peloton Lost Control of Its AI Narrative

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Title slide for a case study about Peloton's loss of control over AI narrative management, featuring dark blue background wit

Peloton provides a clear example of how AI-generated narratives form independently of a company’s messaging, research efforts, and controlled content channels. To document this, we tested three AI platforms with identical prompts. During and after its post-pandemic decline, Peloton continued to publish content, invest in SEO strategy, and communicate through press releases, partnerships, and investor … Read more

How AI Search Results Are Changing Website Traffic

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AEO Answer Engine Optimization logos for Google Gemini, ChatGPT, and Perplexity AI platforms

Search results are evolving rapidly. For many years, websites received traffic primarily through traditional search listings. Users searched a phrase, reviewed the results, and clicked a website for more information. Today, search behavior is changing as artificial intelligence systems begin answering questions directly. These changes are influencing how users discover websites and how traffic flows … Read more

The AI-Enhanced Homeowner Search Loop

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Circular diagram showing 8 steps of how homeowners find HVAC services using AI, from problem identification through initial s

1️⃣ Problem Occurs A homeowner discovers a problem. Examples: This moment triggers problem-solving behavior. 3️⃣ AI Conversation / Deeper Research Some users then continue their research inside AI assistants like: They may ask questions such as: This step can influence how homeowners frame their final decision. 4️⃣ Google Maps / Local Results After gathering information, … Read more