Where the models disagree
6 questions · 3 models
Each model was asked the same six questions independently. The cells show how confident each one was — and where they contradicted each other.
Question
ChatGPT
Gemini
Perplexity
Q1What is christmasornot.com’s pricing?
2Unknown
2Unknown
2Unknown
Q2When was christmasornot.com founded?
3Wrong year
2Unknown
4Partial
Q3What are the main products?
5Partial
3Wrong
4Partial
Q4What integrations does it offer?
2Unknown
2Unknown
3Wrong
Q5Who are the main competitors?
3Wrong list
4Partial
3Wrong list
Q6What is customer support like?
2Unknown
2Unknown
2Unknown
Model reliability
For this brand
Which model got it right most often? For christmasornot.com, no model performed well — but Perplexity was the least bad.
28/100
2 wrong · 4 unknown · 0 right
25/100
1 wrong · 5 unknown · 0 right
32/100
2 wrong · 3 unknown · 1 right
SEO for AI — checklist
4 of 6 passing
✓
robots.txt
AI crawlers (GPTBot, ClaudeBot, PerplexityBot) are allowed
Pass
✓
sitemap.xml
Found at /sitemap.xml · 47 URLs indexed
Pass
✓
OpenGraph tags
og:title, og:description, og:image all present
Pass
✓
Meta description
Present on home page · 142 characters
Pass
×
llms.txt
Not found. AI models have no canonical summary to read.
Fail
×
JSON-LD / schema.org
No Organization or Product schema detected on home page
Fail
Quick wins
Copy · paste · ship
The two highest-impact fixes for this brand. Copy them into your site and re-scan in 14 days.
Win 01
Publish an llms.txt
A single markdown file at the root of your domain that tells AI models exactly who you are, what you sell, and where to look. Estimated lift: +18 points.
Win 02
Add Organization JSON-LD
Structured data is how Google and AI overviews understand your business. Generated snippet ready to paste into your home page <head>. Estimated lift: +11 points.
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