Deep dives into the technical logic of GEO and AEO to understand how AI engines discover and cite your brand.
Your team assumed technical accuracy was the whole game. You wrote detailed documentation, published benchmark comparisons, and made sure every product claim was defensible. Then someone asked ChatGPT a question in your exact category, and the answer cited a GitHub thread and a niche engineering forum instead of anything you published. Nothing was wrong with […]
Most brands still think about “fresh content” the way Google taught them to: publish something, keep it up, wait for a ranking bump. Then GPT-6 shows up with a training cutoff months before its release date, a web search tool bolted on, and a completely different idea of what “current” means. That gap between what […]
OpenAI released GPT-6 Astra on September 3, 2026, and the benchmark sheet reads differently than past launches. Astra hit 96 percent on GPQA Diamond, a test built from PhD-level questions across biology, chemistry, and physics. It scored 97.6 percent on FrontierMath Tier 4, a benchmark designed to be nearly unsolvable. It also carries a 1.05 million token […]
Your team built a support bot on GPT-5.6 that cost about $4 per million input tokens. Then OpenAI shipped GPT-6, priced at $10 in and $50 out, and your finance team asked why the AI line item just doubled without anyone approving a budget increase. Most marketing and growth teams assumed model upgrades meant better […]
Your team just shipped a 900-word explainer that ranked on page one for six months. Then GPT-6 launched with a 1,050,000-token context window, and that same page now gets read alongside a dozen competitor documents in a single request instead of on its own. Length was never the real problem. What’s changing is how much […]
Your team spent the last two quarters climbing Google rankings for your category’s top keywords. Then someone on the sales side mentioned that a prospect had asked ChatGPT which vendor to use, and your brand wasn’t in the answer. No warning, no ranking drop to explain it. Just absence. That gap is about to get […]
You ran the GEO score check. The report came back with a number, a list of a dozen issues tagged high, medium, and low priority, and no clear answer to the one question that actually matters: what do you fix first? Most teams stall right here. They stare at a 40 out of 100, forward […]
You run your domain through a free GEO checker. Sixty seconds later you’ve got a score, a color, and a list of fixes. It feels like an answer. It’s a snapshot, not a strategy. A GEO checker tells you whether AI crawlers can reach your pages and whether your markup is readable. It doesn’t tell […]
Most SaaS marketing teams have already run their own version of a GEO audit. Someone opens ChatGPT, types in the product category, and checks whether the brand shows up. It usually does, once. Ask again with a slightly different prompt, and it doesn’t. That inconsistency gets written off as noise, but it’s actually the first […]
Most marketing teams find out their brand is invisible to AI search by accident. Someone asks ChatGPT for a recommendation in their category, gets back three competitor names, and starts wondering why. The instinct is to check Google Search Console next. That tells you almost nothing, because generative engines don’t rank pages the way Google […]
You’ve asked ChatGPT the same question your customers ask: “What’s the best tool for [your category]?” Five prompts later, your brand hasn’t shown up once. Meanwhile your Google rankings look fine, your backlink profile is healthy, and nothing in your SEO dashboard explains the gap. That’s because the gap isn’t an SEO problem. It’s a […]
Most marketing teams run a technical SEO audit, get a clean bill of health, and assume that covers AI search too. It doesn’t. A site can rank on page one of Google and still be invisible when someone asks ChatGPT the exact same question, because a GEO audit checks a different set of signals than […]
