The misconception.
“ChatGPT can already crawl our website.”
Crawling does not equal comprehension.
Comprehension does not equal inclusion.
If AI systems must guess your product variants, interpret vague claims, or infer inconsistent pricing,
the probability of being recommended declines.
When confidence drops, the model surfaces the competitor with cleaner data.
What going live actually means.
Going live is not SEO. It is structural eligibility.
Your catalog must allow AI systems to:
- Understand products clearly
- Apply buyer constraints accurately
- Compare you confidently in competitive prompts
- Surface the right SKUs at the right moment
AI systems reward clarity and consistency.
What we align.
We prepare your catalog for AI recommendation environments.
- Source-of-truth catalog structure
- Claim accuracy and consistency
- Safety and constraint clarity
- Structured data for AI retrieval
- ChatGPT Merchants compatibility