AI Brand Visibility Metrics Are Mostly Noise. Here’s 1 Metric That Isn’t.

March 28, 2026March 27, 2026 by Jen Carroll

SparkToro & Gumshoe’s AI consistency research confirms: AI brand recommendations are essentially random draws from a probability distribution, repeating in the same order less than 1 in 1,000 times. But the research leads to this question: if AI recommendations are that inconsistent, what determines the probability distribution in the first place? And what does it actually mean to be a “top brand” in AI? The answer is more useful and actionable than anything an AI tracking dashboard is currently telling you.

The Answer Engine Optimization Gold Rush Is Built on Synthetic Data and False Promises

October 22, 2025 by Jen Carroll

Gold rush scene with robots and humans panning for gold together, symbolizing the answer engine optimization industry's reliance on AI-to-AI measurements rather than actual human search behavior and preferences

Answer engine optimization tools promise to track your visibility across ChatGPT, Claude, Perplexity, and Google AI mode—platforms where (according to Cloudflare data) it’s now 750 to 30,000 times harder to be discovered than traditional search. An entire industry has emerged selling expensive picks and shovels for mining this territory, but the gold they’re helping you dig for is imaginary.

Why Generative Engine Optimization Sounds Like Brilliant SEO (Spoiler: It Is)

September 14, 2025September 2, 2025 by Annalisa Hilliard

Young person wearing red colander hat with lightbulb and round glasses pointing upward with 'eureka' expression, illustrating the moment of understanding that generative engine optimization is just brilliant SEO with a new name

Despite the hype, generative engine optimization follows the same principles that have driven search success for decades. Smart businesses recognize what works for Google’s algorithms also works for AI systems—because both reward genuine authority and valuable content.