Food and drink, direct to consumer · Agent Commerce Index Q4 2026 · measured 2026-10-19
Momofuku Goods
49 /100 · D
Agent Choice 56 · Agent Checkout 58 · 18 of 27 in food and drink, direct to consumer
Does the AI recommend Momofuku Goods?
Named in 1 of 2 answers when a shopper asked ChatGPT, Claude and Perplexity about Artisanal cooking condiments and noodles.
Also named: Lao Gan Ma, Fly By Jing, Trader Joe’s.
Can an agent buy?
Yes, for an agent that browses like a person: in a real browser the basket filled and the checkout opened. Plain page requests, as a page-fetching agent makes them, were turned away.
Top issues
- Shipping cost stated in structured data +3
- Delivery time stated on the product page +3
- Returns terms in structured data +3
Access
84%
Legibility
33%
Offer clarity
46%
Transactability
58%
Trust
57%
Is this your store?
Run the score again yourself (it's free and takes about a minute), or get the Full Report with every check, the evidence, copy-paste fixes and a comparison with three competitors. Something wrong? Email hello@conversionvector.com and we'll re-scan.
Method: how the Index was measured, the score specification.