In 2006, HubSpot co-founder Dharmesh Shah made a decision that most brand strategists would consider a mistake. When HubSpot coined the term “inbound marketing,” they chose not to protect it. No trademark. No copyright. Shah later described the reasoning directly: “We did not trademark it or copyright it or say, ‘Oh, that’s our term. No … Read more
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
Most discussions about visibility in AI systems focus on the final output—the answer an AI assistant provides when someone asks a question. But the narrative an AI system produces does not begin at the moment the answer is generated. It begins much earlier within the information ecosystem. AI assistants synthesize explanations by analyzing patterns across … Read more
As AI assistants increasingly become the interface through which people ask questions about industries, products, and services, many organizations are trying to understand how these systems form their answers. One of the most common misconceptions is that AI narratives can be influenced directly by publishing a single article or optimizing a specific webpage. In reality, … Read more
Artificial intelligence systems no longer function like traditional search engines that simply retrieve links to webpages. Instead, modern AI assistants synthesize information from across large collections of sources to generate a coherent explanation. When someone asks an AI system a question about an industry, company, or topic, the system does not rely on a single … Read more
Public relations has always been about shaping how information moves through trusted channels. Traditionally that meant influencing journalists, managing media relationships, and guiding how stories appeared in news coverage. But the information landscape has changed. Increasingly, public understanding is formed not just by articles or headlines, but by AI-generated answers that synthesize information from across … Read more