Honest outputs
Every analysis ends with skip, test carefully, or prepare a controlled test. We do not use “guaranteed winner” language.
Trust center
Built around clear decisions, not hype.
Dropshipping has enough noise. LaunchProof is designed to be plain, limited, transparent and useful.
Decision support
The tool estimates and structures product research. Final business decisions stay with the seller.
Data minimization
We ask for a product URL and optional buyer/budget context. We avoid collecting unnecessary store data.
Workflow-first
The report turns into Shopify tasks, CRM follow-ups, creative briefs and kill/scale rules.
Operator examples
Example stories and result screenshots.
Illustrative examples with fictional names. No income claims, no fake customer proof.
Product testSaved a $240 blind test
Score72
Break-even CPA$18.80
ActionFix then test
“The report did not say “winner”. It told me exactly what to fix before spending: bundle, hero section, and CPA limit.”
Maya ChenSolo Shopify seller
Product test3 ad hooks in 2 minutes
Score81
Break-even CPA$24.10
ActionFix then test
“The creative brief was the useful part. I could send it directly to a UGC creator instead of writing from scratch.”
Lucas MoreauPerformance marketer
Product testAvoided weak margin product
Score38
Break-even CPA$6.40
ActionFix then test
“It killed a product I wanted to test. Annoying at first, but the margin math made the decision obvious.”
Nina PatelPart-time dropshipper