Honest outputs
LaunchProof separates verified facts, partial evidence, inferred signals, missing data, and blocked sources. 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: what is known, what is unknown, and what to do next.
Decision support
The tool estimates and structures product research. Final business, legal, supplier, and ad decisions stay with the seller.
Data minimization
We ask for product URLs or manual ideas plus optional buyer/budget context. Do not paste secrets or confidential supplier documents.
Workflow-first
The report gives source trust, evidence gaps, page fixes, creative briefs, Launch Pack exports, and kill/scale rules. It does not pretend to run your store.
Live behavior
What the product actually does today.
These are working local product behaviors. They are not customer result claims and not promises of profitability.
Trusted URL
Uses Shopify JSON, JSON-LD, product meta, and source evidence when the page exposes them.
Blocked or thin URL
Shows a stop/low-trust signal instead of inventing title, price, margin, CPA, or ROI.
Missing price
Disables economics when trusted price and currency provenance are missing.
Manual idea
Allows early concept screening but marks supplier, shipping, reviews, and price as unverified.
Saved reports
Workspace shortlist with verdict, trust grade, sub-scores, Launch Pack, test log, and delete controls.
Evidence gaps
Shows what still needs validation before a subscription-grade or ad-spend decision.