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Opinion

Opinionated essays and contrarian takes on identity, AI security, GEO, and building B2B SaaS. These are arguments with a point of view, the pieces meant to be debated, not neutral explainers. Newest first.

37 stories, newest first.

Featured

GEO

The GEO Org Chart: Who Actually Owns AI Visibility in 2026

Marketing says GEO is theirs. Comms says it belongs to them. SEO assumes it's the next chapter of their job. They're all partly right, and the fight itself is the symptom of a deeper confusion: GEO spans layers no single team owns. Here is a model that resolves it.

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GEO

Documentation Is Your Most Underrated GEO Asset

When a buyer asks an AI engine whether your product supports something, the answer often gets grounded in your documentation, not your marketing. Most companies treat docs as a cost center. In the AI search era, your documentation is one of the highest-value visibility assets you own.

GEO

Why Feature Naming Is a GEO Decision (And Product Managers Own It)

When you name a feature something clever that no buyer would ever type into ChatGPT, you make your product harder to surface for the exact question it answers. Feature naming has always been positioning. Now it is discoverability, and product managers own it.

Opinion

Canada Day: Where My Founder Story Started

Before the Bay Area, before GrackerAI, there was Canada. My first company started there, the one that grew to manage identities for over a billion users. A Canada Day reflection on where a founder story began and why a smaller stage is a gift.

GEO

GEO Is Experimental Science: How to Run AI Visibility Like a Product Team

SEO became a craft because you could reverse-engineer one ranking function. GEO can't work that way: you're optimizing against many non-deterministic models with probabilistic citation behavior. That makes GEO experimental science, and it should be run like a product team runs experiments.

GEO

Crawl Budget Is Now an AI Visibility Problem

Crawl budget is no longer a technical SEO footnote. Google's AI surfaces draw from the same Search index as the blue links, so whether you appear in an AI answer reduces to whether Google crawled, indexed, and kept your pages fresh.

GEO

GEO Is a Product Discipline, Not a Marketing One

The entire GEO industry treats AI visibility as a marketing problem: track citations, optimize content, report share of voice. That framing is why most GEO programs plateau. The deeper truth is that GEO is a product discipline, and the teams winning at it have figured that out.

SaaS

The Hard Truths About SaaS in 2026

Building software just got 10x easier with AI. That breaks most of the 2015 SaaS playbook. Here are the new hard truths every SaaS founder needs to see clearly.

GEO

Why GEO Has to Be Vertical (When SEO Never Was)

SEO became a horizontal layer because its substrate was uniform: one ranking algorithm, one signal set, one results format. GEO can't collapse that way. Here is the architectural reason.