*1.How satisfied or dissatisfied are you with your recent app review process?(Required.)

Very satisfied

Somewhat satisfied

Neither satisfied nor dissatisfied

Somewhat dissatisfied

Very dissatisfied

I am unsure

*2.What was the most frustrating part of the entire app review process? Please select up to 3 responses.(Required.)

App review overall takes too long

Reviewers take too long to respond

I wish I could have spoken to a person

Feedback from failures is sometimes low context (single screenshot / silent screencast)

I want more information in advance about how my app would be reviewed

Being reviewed for too many rounds

Resources for app submission are unclear

Other (please specify)

*3.Did you experience any issues using Shopify's AI-powered tools (Shopify Dev MCP server, AI-powered pre-submission checks, etc.) in preparation for or during the app review process? Please select all that apply.(Required.)

I wasn't aware these tools existed

I didn't use any of Shopify’s AI-powered tools

No issues

Tool gave incorrect or misleading guidance

Tool didn't understand my app's use case

Suggestions were too vague to act on

Tool contradicted what a reviewer later said

Tool was slow or unresponsive

I wasn't sure how to use the tool

Other (please specify)