Effort: Medium
What to notice
Keep essential criteria visible and compare each option’s fit and gaps in the same table.
Where it fits
- Fits
- Users comparing plans or tools with many differences.
- Use it when
- When advantages and gaps can be compared consistently.
- Avoid it when
- When recommendations cannot expose their comparison basis.
How to build it
- Separate essential from optional criteria.
- Compare in consistent units and label unknown values.
- Retain edit controls and access to all options.
Measure
- Main metric
- Share of eligible comparers correctly identifying an option meeting essentials
- Guardrail
- Misunderstood criteria and unsuitable contracts
- How to measure
- Allocate comparison groups before exposure and use equal follow-up and eligibility. Track Share of eligible comparers correctly identifying an option meeting essentials alongside Misunderstood criteria and unsuitable contracts.
When it backfires
Do not present paid placement or commission order as suitability.
Alternatives
Theory behind it
Bounded rationality
People choose with limited information and time rather than comparing indefinitely.
Practitioner framework
Recognition over recall
Make necessary options visible rather than requiring users to remember them.
Practitioner framework
Evidence limits: An editorial web application; conversion effects on this interface are unmeasured. This decision model does not justify hiding options to boost sales. Do not substitute business preferences for user criteria.