AEO ScannerHow prompt types shape brand recommendations
The way a buyer phrases their question to ChatGPT determines which brands they see. Here's how different prompt types map to different brand exposure.
Two buyers can have identical intent but phrase their question to ChatGPT differently — and end up seeing entirely different sets of brand recommendations. Understanding the phrasing patterns is one of the more subtle parts of AEO.
Five common phrasings, same intent
All five of these queries are asking essentially the same thing — "I need a project management tool":
- "What's the best project management tool?"
- "Recommend a project management tool for a small SaaS team"
- "How should I manage projects across a 12-person team"
- "I'm comparing Asana and ClickUp — what should I know"
- "What tool do top startups use for project management"
Across these five phrasings, you might see 8 different brand lists. The first surfaces general best-of brands. The second filters for SMB-focused tools. The third invites a "how to" answer that may not mention products at all. The fourth narrows to the two named. The fifth pulls from "what do successful companies use" sources, which is a different citation pool.
Why this matters
- You can't optimize for one phrasing. You have to cover the variants for the same intent.
- Comparison-style buyers are the highest-value. If a buyer is asking "X vs Y," they're at the bottom of the funnel. Don't let competitors own your comparison terms.
- "What do top startups use" is a different battlefield. These queries pull from social proof sources — TechCrunch articles, startup tool stacks shared on Twitter, etc.
How to cover the phrasing space
For each high-intent topic in your category, write content that addresses multiple phrasings:
- A "best of" listicle for general queries.
- A "X vs Y" comparison page for comparison queries.
- A "how to do Z" guide for problem-led queries.
- A "what successful companies use" piece for social-proof queries.
These four piece types cover roughly 90% of buyer phrasings for a given intent. Most brands have one of the four — typically the "best of" listicle. The lift from filling out the other three is usually a 2–3x visibility increase on that intent.
What AEO Scanner generates
The ~30 buyer queries we generate per scan deliberately span all four phrasing types so the visibility number reflects total intent coverage, not just the easy queries. The per-query breakdown lets you see exactly which phrasings you're winning and which you're missing.