Key takeaways
- Read the reasons
- Check disqualifiers
- Compare channel fit
- Use launch results as stronger evidence
A score ranks attention
Opportunity scores help compare what deserves attention next. They should combine source confidence, pain clarity, timing, product-format fit, competition risk, channel fit, and disqualifiers.
Reasons matter more than the number
A high score with weak buyer pain can still be a poor product. A modest score with sharp pain, clear language, and a cheap test can be worth a focused validation run.
Disqualifiers protect the workflow
Meme spikes, celebrity news, unsafe claims, legal risk, medical claims, fragile sources, expensive production, or poor distribution fit can weaken an opportunity even when attention is high.
Product path changes the read
The same opportunity can be bad for a software product but good for a checklist, or weak for a PDF but useful for a creator-led service offer. Score interpretation should stay tied to the chosen product path.
Launch results outrank model confidence
Scores decide what to test. Traffic, sales, creator replies, refund behavior, objections, and customer questions show what the market actually did.