Resources
The GEO field manual.
Posts on the new measurement problem, the playbook to fix AI invisibility, and the inner workings of the Enso scoring engine. No SEO listicles, no AI-generated filler.
- Product philosophyApril 19, 20268 min read
What we won't ship to your dashboard, on purpose
Most product roadmaps are a long list of what's coming. Ours is shorter on purpose — and more useful is the list of things we've explicitly decided not to build, with the reasoning. Here are seven of them.
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- Product philosophyApril 12, 20267 min read
Why our free audit is the entire product, not a trial
Most SaaS 'free trials' are a 14-day countdown to a paywall. Our free audit is the same artifact a paying customer gets — the dual-engine score, the gap analysis, the citations. Here's why we built it that way and why it works.
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- PricingApril 5, 20268 min read
Why prompt-budget pricing is hostile to CMOs (and what to buy instead)
Tools that meter you by '100 prompts/month' look flexible on the pricing page and turn into a slow-motion nightmare for the marketing leader who has to live with them. Here's the structural reason — and the alternative.
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- PlaybookMarch 29, 20269 min read
Defending a GEO score in front of your CFO: a script
Your CFO doesn't care about citations. They care about whether the line item produced a return. Here's the seven-minute conversation that turns 'AI visibility is up' into 'this is the budget we should keep, and here's why.'
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- MethodologyMarch 22, 20269 min read
Why ChatGPT and Gemini are the only two AI engines that matter (for now)
Some GEO tools market 'we monitor 12+ AI engines' as a feature. We monitor two — on purpose. Here's the math, the cost trade-off, and the bar a third engine would have to clear to earn a slot.
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- MethodologyMarch 15, 20269 min read
What 'dual-engine consensus' actually means (and why averaging is wrong)
Two AI engines aren't twice as good as one. They're a different unit of measurement entirely — when you read them right. Here's the math, the philosophy, and the practical reason we never average ChatGPT and Gemini scores into one number.
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- MethodologyMarch 8, 20268 min read
The hedging problem: why most AI-search reports are useless to a CMO
If your AI-visibility report counts every mention as a win, it's lying to you. The single biggest measurement bug in this category is treating a hedged mention the same as a recommendation. Here's what to demand instead.
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- EngineeringMarch 1, 202614 min read
Methodology: how we score the five GEO dimensions
An engineering deep-dive on how Enso Insights scores brands. Dual-engine consensus, grounding, the dehedging layer, and the bits we’re still wrong about.
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- PlaybookFebruary 22, 202611 min read
Why your brand is invisible to ChatGPT (and how to fix it)
Three structural reasons AI assistants ignore your brand, ranked by how often we see each one in customer audits — and the playbook to close the gap.
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- FoundationsFebruary 15, 20267 min read
AI search citations are the new backlinks (but better)
For twenty years, the link was the unit of online authority. The AI-answer era is replacing it with the citation — and the substitution is not a one-for-one. Here's the new reality, in plain language.
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- FoundationsFebruary 8, 20268 min read
What is Generative Engine Optimization (GEO)?
GEO is what SEO becomes when the user never reaches your website. A primer for marketing leaders trying to understand the new measurement problem.
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