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Microsoft’s Defender Security Research Team published research describing what it calls “AI Recommendation Poisoning.” The technique involves businesses hiding prompt-injection instructions within website buttons labeled “Summarize with AI.” When you click one of these buttons, it opens an AI assistant with a pre-filled prompt delivered through a URL query parameter. The visible part tells the […]
Information retrieval systems are designed to satisfy a user. To make a user happy with the quality of their recall. It’s important we understand that. Every system and its inputs and outputs are designed to provide the best user experience. From the training data to similarity scoring and the machine’s ability to “understand” our tired, sad […]
AI is fundamentally changing what doing SEO means. Not just in how results are presented, but in how brands are discovered, understood, and trusted inside the very systems people now rely on to learn, evaluate, and make decisions. This forces a reassessment of our role as SEOs, the tools and frameworks we use, and the […]
Many Google Ads accounts generate steady traffic but struggle to turn that traffic into outcomes the business actually values, such as purchases, qualified leads, or demo requests. That disconnect usually isn’t caused by a lack of demand or a broken platform. It’s more often the result of small, fixable issues across the account that quietly […]
Boost your skills with Growth Memo’s weekly expert insights. Subscribe for free! We all know prompt tracking is directional. The most effective way to reduce noise is to track prompts based on personas. This week, I’m covering: Why AI personalization makes traditional “track the SERP” models incomplete, and how synthetic personas fill the gap. The […]
Most SEO teams believe they need more data to report success, but what they actually have is metric debt, at least that’s what I keep seeing. The accumulated cost of optimizing for key performance indicators that no longer reflect how growth happens. The environment has changed, mostly because economic pressure has shifted expectations. At the […]
A click drop in your Google Ads account can feel like the floor just moved under your account. Not because clicks are considered more of a vanity metric. But because most sites still convert just a small slice of visitors. Shopify, believe that 2.5-3% is an average benchmark for industry leaders (although not backed with […]
Some developers have been experimenting with bot-specific Markdown delivery as a way to reduce token usage for AI crawlers. Google Search Advocate John Mueller pushed back on the idea of serving raw Markdown files to LLM crawlers, raising technical concerns on Reddit and calling the concept “a stupid idea” on Bluesky. What’s Happening A developer […]
This post was sponsored by Ahrefs. The opinions expressed in this article are the sponsor’s own. If you’ve ever run into the limits of solo AI or manual SEO tools, this article is for you. What You’ll Learn 1. Why AI + Real SEO Data Together Beats Guessing Or Generic Prompts 2. Level 1: Quick […]
TL;DR Disambiguation is the process of resolving ambiguity and uncertainty in data. It’s crucial in modern-day SEO and information retrieval. Search engines and LLMs reward content that is easy to “understand,” not content that is necessarily best. The clearer and better structured your content, the harder it is to replace. You have to reinforce how your brand […]