Deep dives into the technical logic of GEO and AEO to understand how AI engines discover and cite your brand.
You tripled your content output this quarter. You used Claude 4.7, tightened your editorial process, and published faster than ever. Then you checked how your brand shows up in ChatGPT, and the answer was the same as three months ago: it doesn’t. The problem isn’t the volume. It’s not even the quality. It’s that producing […]
Your agentic AI dashboard looks great. Mentions are up. Prompt coverage is green. And yet, somewhere in your funnel, qualified buyers who asked ChatGPT for a recommendation never made it to your site. That’s the gap most marketing teams don’t see until it’s too late. Agentic AI tools have fundamentally changed what’s possible in brand […]
You set up AI brand monitoring. You ran 100 prompts across ChatGPT, Gemini, and Perplexity. Then the bill came in. It wasn’t what you expected. That’s the experience most marketing teams have in their first month of serious AI visibility tracking. Not because the tools don’t work, but because token pricing is structurally designed to […]
You set up an AI visibility tracker. You pointed it at 100 prompts. You left it running. Then the invoice arrived. If you’ve experienced that moment, you’ve just joined a growing cohort of marketing teams dealing with what the industry now calls “Claude-lash.” It’s not a bug. It’s not a vendor mistake. It’s a structural […]
Your SEO rankings are solid. Your content calendar is full. Your domain authority keeps climbing. Then someone uses an AI agent to research tools in your category, and it comes back with a shortlist of three brands. Yours isn’t one of them. That’s not a fluke. It’s a structural problem, and it’s happening to 96% of […]
G2 reviews reveal more than star ratings. Here’s what AEO tool users actually say about tracking AI search visibility — and what those reviews consistently miss. You’ve done your homework. You’ve read the G2 reviews, scrolled the star ratings, and shortlisted two or three AEO tools. But when you actually sit down to choose one, […]
The patterns behind why certain B2B SaaS tools get recommended by AI, and what they got right before everyone else noticed. You’ve probably noticed that the same handful of tools keep appearing in AI-generated answers about B2B software. Ask ChatGPT, Perplexity, or Google AI Overviews for CRM recommendations, and the same names come up. Ask […]
Real user feedback reveals the gaps most teams overlook. Here’s how to close them. You’ve published the articles. You’ve added FAQ sections. You’ve watched the analytics dashboard for weeks. And yet, when someone asks ChatGPT or Perplexity for a recommendation in your category, your brand doesn’t show up. Your competitor does. This isn’t a content […]
You don’t need another list of AEO tools. You need to know what real users discovered after paying for them. Since G2 officially established the AEO software category in March 2025, demand has grown by more than 2,000%. The Winter 2026 Grid marked the first time this category was formally mapped, with nine products making […]
G2 doesn’t lie. Unlike vendor whitepapers or conference keynotes, the reviews on G2 come from people who actually paid for the software, ran into its limits, and had to explain the results to a CMO. That’s what makes G2 data one of the most honest signals we have right now for understanding where Answer Engine […]
If you’ve ever tried to pick an AEO tool by reading vendor landing pages, you already know the problem. Every platform promises real-time tracking, multi-engine coverage, and “actionable insights.” But G2 reviews tell a different story. G2’s AEO category has grown 2,000% in market interest since early 2025. That growth means more tools, more noise, […]
Your domain authority is 70. Your keyword rankings are solid. But when a potential buyer asks ChatGPT for the best tool in your category, your brand isn’t mentioned once. A competitor with a DA of 30 gets the recommendation. That gap isn’t a fluke. It’s a structural shift in how authority is being calculated, and […]
