Great Product Taste
Last revised 8/9/2026

Great Product Taste

Product taste is the last moat when AI can execute anything.

Part of the Great Tastes series on LearningFirst. In an AI era where execution is increasingly automated, Product Taste — the judgment to decide what to build, why it matters, and how to specify it — becomes the core skill. This collection explores what Product Taste is, how to recognize it in the wild, how to define and measure it, how to develop it, how it operates in the AI era, its different levels, and its most common traps.

DisciplineManifesto
Earn5CreditsinProduct Development
7Modules35Sessions398Cards101Quizzes

Modules in this Collection’s System

Hover a module to read it directly

What Is Product Taste?

Defining a skill most people confuse with opinion or intuition.

5Sessions

How to Recognize It (In the Wild)

The signals you can read in a product before reading a single review.

5Sessions

How to Define & Measure It

Turning taste from "I know it when I see it" into something you can argue about.

5Sessions

How to Develop It

The consumption diet, habits, and practice that build taste over time.

6Sessions

Taste in the AI Era Specifically

Why taste becomes the core skill when execution is automated.

5Sessions

Taste at Different Levels

Feature, product, team, and founder taste — four different skills, often confused.

4Sessions

Taste Traps & Failures

Consensus, trend-chasing, feature creep, and the power-user trap.

5Sessions

What You'll Walk Away With

  • 3axes that define good product taste — clarity, restraint, surprise
  • 5taste-development habits from consumption diet to teardowns
  • 4levels of taste — feature, product, team, founder
  • 5taste traps that have killed more products than bad execution
  • 3reasons product taste becomes the last defensible moat in the AI era

You'll Have Answers To

  • ?What exactly is product taste — and why is it the last human moat when AI can execute any specification?
  • ?How do you tell the difference between genuine product taste and confident opinion?
  • ?Can product taste be developed, or is it an innate trait some people just have?
  • ?How does product taste change when AI can build anything you describe — does it become more or less important?
  • ?What are the most common taste traps that even experienced product people fall into?

Critical Concepts Explored

Product Taste as Trained JudgmentTaste vs. OpinionSpecification PrecisionTaste TrapsTaste at Different AltitudesFalsifiable Taste ClaimsAI-Era Product JudgmentThe Taste Stack
Editor's Note
“A rare collection on a skill most people assume cannot be taught — and an argument that they are wrong.”

Treats taste as a trained, falsifiable judgment rather than opinion — the move that makes the whole collection work. The sections on recognizing taste in the wild and developing it through teardowns and writing are the ones product people will earmark.

Editor's Brief
Who it's for
Product managers, designers, founders, and anyone whose job it now is to decide what should exist before an AI builds it.
What stands out
The structural ambition. It defines taste, shows you how to recognize it, measures it, develops it, and explains why it matters more in the AI era — and does all of that without devolving into subjective pronouncements.
Read if
You work in product and feel the center of gravity shifting from how to build to what to build.
Gold Quotes
Product taste is the ability to know what should exist before it does.

When AI can execute any specification, the judgment to decide what to build and why becomes the irreducible human contribution.

About the Curator
GGreat Tastes

A series treating taste as a trained, falsifiable skill across disciplines — coding, product, writing. Each collection is a curriculum for building judgment where most assume it cannot be taught.