1. What is this in one sentence
Customers delay or avoid purchases if they feel uncertain about whether the product fits, works, or is right for them.
2. What it means to businesses
Conversion isn’t just about price—it’s often about building reassurance.
3. Customer opportunity
Helpful guidance (fit tools, sizing advice, reviews, demos) gives customers the confidence to buy what they actually want.
4. Business threat
If customers remain unsure, they default to “do nothing” or buy from brands that make decisions feel safer.
5. Business examples
- Fashion brands using fit prediction tools lower size-related returns.
- Furniture retailers offering AR “place in room” features increase confidence for high-value purchases.
- DIY chains adding “how-to” videos boost conversion for intimidating tasks (tiling, plumbing).
6. How we can use data
Review analysis, returns reasons, and search queries (e.g., “does this fit…”) highlight where confidence is weak; testing reassurance elements quantifies which support tools work.





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