Prioritization & Frameworks

Kano Model

A feature prioritization framework that classifies features into five categories based on their relationship between implementation and customer satisfaction — distinguishing 'must-haves' from 'delighters'.

What is the Kano Model?

The Kano Model, developed by Professor Noriaki Kano in 1984, classifies product features by how their presence (or absence) affects customer satisfaction. It distinguishes between features users expect, features that scale satisfaction linearly, and features that delight unexpectedly.


The five Kano categories

CategoryImplementedNot implementedExample
Basic (Must-have)Not delighted (expected)Very dissatisfiedLogin works
Performance (Linear)More = more satisfiedLess = less satisfiedFaster load time
Excitement (Delighter)Delighted (unexpected)No dissatisfactionSurprise personalisation
IndifferentNo reactionNo reactionObscure export format
ReverseDissatisfiedSatisfiedForced feature nobody asked for

How to run a Kano survey

For each feature, ask two questions:

  1. "If this feature were available, how would you feel?" (functional form)
  2. "If this feature were not available, how would you feel?" (dysfunctional form)

Responses: Delighted / Expected / Neutral / Accepted / Dissatisfied

Map functional + dysfunctional responses to a Kano category using the standard evaluation table.


Why it matters

  • Don't waste effort on Indifferent features — users won't notice
  • Never ship without Basics — users won't forgive missing expectations
  • Excitement features become Basics over time — yesterday's delight is today's expectation

Frequently asked questions

How is the Kano Model different from RICE scoring?

RICE scores features by expected impact on metrics. Kano classifies features by their emotional impact on satisfaction. They're complementary: use Kano in discovery to understand which features matter to which segment, then use RICE to prioritise among the Performance and Excitement features you've identified.

Can Excitement features become Basic over time?

Yes — this is called the 'Kano decay effect'. Two-factor authentication was an Excitement feature in 2015; it's a Basic expectation for enterprise SaaS in 2026. Revisit your Kano classifications annually as market expectations evolve.

Apply Kano Model to your real product data

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