I asked ChatGPT about our product category and we weren't mentioned once. Our competitor got cited 3 times.

Last Tuesday I asked ChatGPT about our product category and we weren't mentioned once. Our competitor got cited 3 times.

I ran the same query on Perplexity and Gemini. Same story. Three mentions for them, zero for us.

This isn't a "SEO is dead" post. This is what I actually did about it.

The test

I picked 5 queries our target customers actually use. Not keyword-stuff — real questions like "best project management tool for remote teams" and "how to choose between X and Y for enterprise."

I asked each query across ChatGPT, Perplexity, and Gemini. Tracked every citation.

Results:

Our site: 2 citations out of 15 total query results (13%)

Top competitor: 8 citations (53%)

Second competitor: 3 citations (20%)

Industry blog: 2 citations (13%)

What the competitor did differently

I pulled up the pages that got cited. Here's what I noticed:

1. They lead with definitions, not features. Every cited page started with a clear, standalone definition of the concept. Not "Our tool does X" — just "X is..."

2. They use comparison tables. Not fancy interactive ones — simple markdown tables with actual specs. AI models love structured data they can parse.

3. They answer the "why" before the "what." Instead of listing features, they explain why someone would need each feature.

I checked our pages. We had feature lists. We had pricing. We had testimonials. We didn't have clear, standalone definitions that an AI could lift.

What I changed

I rewrote the top 3 pages that should have been cited. Specifically:

Added a "What is [concept]?" section at the top, written as if explaining to a smart friend

Replaced bullet-point feature lists with comparison tables (us vs. 2 competitors)

Moved the "why this matters" section above the features

Added explicit "When to use X vs Y" sections

No new content. Just restructuring what we already had.

The results (4 weeks later)

Ran the same 5 queries again:

Our site: 7 citations out of 15 (47%)

Top competitor: 5 citations (33%)

Second competitor: 2 citations (13%)

Industry blog: 1 citation (7%)

We went from invisible to most-cited.

The pattern I'm seeing

After doing this for 3 more product categories, the pattern holds:

Pages that get cited have clear, self-contained definitions

Pages that get cited use structured formats (tables, numbered lists)

Pages that get cited answer "when to use" questions explicitly

If you want to check where you stand, I'd recommend running your own test — pick 5 real customer questions and see what AI actually cites. A tool like the GEO Audit Tool can help automate this, but honestly just asking the questions manually takes 20 minutes and gives you real data.

The thing that surprised me most: we didn't need new content. We just needed to make our existing content more "citation-friendly." Think of it like GEO vs SEO — traditional SEO optimizes for crawlers, GEO optimizes for synthesis. Different game, same content.

If you're measuring this stuff, the AI Gravity Checker is useful for tracking your citation share over time. I check it weekly now, same as I check search rankings.

One thing I got wrong

I initially thought adding more content would help. It didn't. The competitor's cited pages were actually shorter than ours. What mattered was structure and clarity, not volume.

Don't write more. Write clearer.