Ever wonder how AIs are able to give such detailed answers to complicated queries? While multiple layers are involved, such as RAG (retrieval-augmented generation), query fan-out plays a large role in the information retrieval process. Whenever an AI like ChatGPT needs to look something up online, it doesn’t run a search for the exact … Continued
If you run a local SEO campaign or manage a Google Business Profile (GBP), listen up! On November 3rd, 2025, Google officially discontinued its Q&A API, meaning you can no longer read or post Q&As on your GBP. The public-facing deprecation is soon to follow on December 3rd, so the days are numbered for your … Continued
Imagine if AI platforms like ChatGPT and Perplexity began recommending your products and citing your content to your target audience. It would be like having an omnipresent brand advocate consistently feeding your business leads and sales. The best part? Not much effort is required on your behalf. Once AI models trust your brand, they’ll handle … Continued
If Google is a buffet, AI search is a curated menu. By that, we mean Google’s organic results function like a content buffet. There are 10 results per page, and a wide variety of brands get to compete for their audience’s attention: AI search tools work the opposite way. Rather than presenting a diverse array … Continued
Want better visibility on AI search platforms? If the answer is yes, you’ll need to earn real-world trust instead of building a large volume of backlinks. That’s because LLMs (large language models) have completely changed the way online authority works. For roughly a decade and a half, Google’s PageRank was the dominant authority measuring system. … Continued
On AI-powered search platforms, your brand’s reputation is a first-rate ranking factor. Wait, doesn’t a business’s reputation matter on regular search engines, too? Yes, but it’s more of a proxy than a direct ranking factor. Google’s organic search algorithm weighs a brand’s authority by analyzing its backlink profile. At its core, it uses math to … Continued
