Inside ChatGPT’s Source Preferences: What Query Fanouts Reveal About AI Discoverability
Key Takeaways A Peec AI study of 5 million query fanouts collected between April 1 and April 21, 2026 reveals how AI platforms rewrite and expand user queries before executing…
Read More »Large Language Model (LLM) Editing Quietly Corrupts Documents. Here’s What the Research Says
Key Takeaways The DELEGATE-52 study from Microsoft Research tested 19 LLMs on document editing tasks across 52 professional domains over 20 editing interactions. Even top frontier LLMs at the time, including Gemini 3.1 Pro, Claude 4.6…
Read More »AI Search Data Is Now in Google Search Console: Here’s What You Need to Know
Key Takeaways Google launched dedicated Generative AI performance reports in Search Console on June 3, 2026, initially rolled out to a subset of UK-based sites. The report tracks impressions across…
Read More »Google Officially Ends FAQ Rich Results: Should You Remove FAQ Schema?
Key Takeaways Google has officially ended support for FAQ rich results, completing a phased rollout that began in 2023. Most websites have not been eligible for FAQ rich results for…
Read More »Ubersuggest MCP Connector: Use 37 SEO Tools Inside Claude, Cursor and More
You already use an AI assistant to write, think, and research. But every time you need SEO data (keyword volumes, competitor rankings, backlink counts), you stop. You open Ubersuggest. You…
Read More »How AI Impacts Email Personalization in 2026
Key Takeaways AI shopping agents have raised consumer expectations for personalization well beyond name tokens and basic segmentation. Zero-party data (information customers share directly) and first-party behavioral data are the…
Read More »What Is an AI Citation Audit & What Can It Tell You About Your Content
Key Takeaways An AI citation audit tells you, on a per-topic and per-platform basis, where your visibility gaps come from and what type of action closes each one. The majority…
Read More »How We Rebuilt AI Visibility Measurement From The Ground Up
Key Takeaways The core problem with most AI visibility prompts isn’t that they’re wrong; it’s that they’re missing the context real users bring. Generic inputs produce generic, unactionable data. The…
Read More »AI Brand Visibility: You’re Tracking It Wrong
Key Takeaways Most AI brand visibility tracking today replicates keyword tracking logic, using prompts instead of search terms. The underlying assumption is the same, and that’s the problem. Traditional search…
Read More »Using AI to Support and Defend Your Brand
Key Takeaways AI-generated answers have compressed brand discovery into a single moment. One summary can now serve as a customer’s entire first impression. AI systems pull from a wide range…
Read More »