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

  1. Fashion brands using fit prediction tools lower size-related returns.
  2. Furniture retailers offering AR “place in room” features increase confidence for high-value purchases.
  3. 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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