FEATURE PRIORITIZATION

Kano Model Analysis

Categorize product features into Must-be, Performance, Attractive (Delighters), and Indifferent attributes to prioritize product roadmaps.

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Overview & Method Framework

Developed by Dr. Noriaki Kano, this methodology asks respondents two questions for each feature: how they feel if the feature is present (functional) and how they feel if it is absent (dysfunctional). By cross-tabulating these responses, features are categorized into Must-Be, One-Dimensional, Attractive, and Indifferent.

Kano Model Feature Quadrant

Satisfaction vs. Feature Implementation Matrix:

DELIGHTERS (Attractive)

High satisfaction generator; absence does not cause displeasure.
e.g. AI auto-tagging

PERFORMANCE (Linear)

The more you provide, the happier the customer is.
e.g. Battery longevity, speed

INDIFFERENT

Customers do not care whether present or absent.
e.g. Custom packaging box art

MUST-BE (Basic Hygiene)

Mandatory baseline; absence causes extreme dissatisfaction.
e.g. Data encryption, security

Key Capabilities & Benefits

  • Distinguishes baseline: Distinguishes baseline hygiene requirements from true competitive differentiators
  • Prevents over-investing: Prevents over-investing in features that customers don't care about (Indifferent)
  • Guides engineering: Guides engineering sprints by focusing on high-satisfaction Delighters
  • Quantifies the: Quantifies the customer dissatisfaction penalty of omitting baseline features

When to Use This Method

  • Software & SaaS product roadmap planning
  • Consumer electronics specification tiering
  • Automotive equipment packages and accessory selection
  • Fintech & banking app feature releases

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