It’s a directional model that converts your assumptions into business outcomes. Accuracy depends on your market, query mix, brand authority, and execution speed. Use it to guide decisions—not as a guarantee.

It’s how often your brand or pages are referenced when AI systems generate answers. If you don’t know it yet, start with a conservative estimate and measure it over time.

AI answers can change user behavior. We use a conservative proxy to estimate sessions at risk when you’re not cited—without pretending there’s one universal CTR curve.

No. GEO/AEO outcomes usually depend on SEO fundamentals: technical quality, content depth, authority signals, and entity clarity.

Many teams see early traction in 8–12 weeks, with stronger outcomes compounding over 6–12 months. Timelines vary by baseline health and shipping velocity.

Yes. It’s designed for North American go-to-market contexts and supports CAD and USD.

We often augment internal teams with technical execution, content systems, PR, analytics, and GEO/AEO strategy—improving throughput and clarity.

We review your baseline visibility, technical blockers, content gaps, and AI-answer opportunities. If there’s a fit, you’ll get a practical roadmap—no pressure.