Sort the claim
Label what is independently verified, what belongs to the creator, what remains a hypothesis, and what creates avoidable risk.
Turn any “I made money with AI” tutorial into a controlled experiment. Separate claims from facts, reject policy traps, and find the smallest ethical test worth running.
No income promises. No fake dashboards. No paid-tool requirement.

Use the system before you buy tools, copy a funnel, publish a product, or risk a platform account.
Label what is independently verified, what belongs to the creator, what remains a hypothesis, and what creates avoidable risk.
Evaluate demand, speed, margin, automation, defensibility, and compliance with one conservative scorecard.
Define a reversible experiment, one success metric, and a stop condition before building the full product.
The free Claim Audit gives you the first decision. The full workbook adds validation, positioning, and distribution planning.
Write down what the strategy actually needs to work—not merely the creator’s headline.
Reject fake proof, copied products, spam, unsafe claims, and spending before validation.
Pick one meaningful event: a qualified reply, signup, checkout, verified sale, or refund signal.
Three practical guides turn skepticism into a decision process instead of another hour of doom-scrolling.
Run the complete screening sequence without turning research into procrastination.
Read the guide →Understand what screenshots show, what they leave unknown, and how to reduce confidence honestly.
Read the guide →Design a bounded experiment that can create a real buying signal without building everything first.
Read the guide →One practical page for screening a single creator claim before you act.
The complete decision system for taking one viable idea from claim to measured experiment.
Educational workbook and worksheet. Results vary. Platform fees, rules, account requirements, and market conditions change. Neither product guarantees income.