This guide details AI Product Sense, a critical skill for product managers to avoid failures and build trusted AI products.

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Defining Product Sense

Product sense is a hazy, mythical topic for many PMs.

Defining AI Product Sense

Author collaborated with OpenAI PM leader Miqdad Jaffer on AI product development.

Apollo.io AI Email Writer Failure

Apollo.io's AI email writer demo was perfect and loved by the CEO.

Traditional Product Sense Failed

Traditional product sense failed in this AI scenario.

AI Product Sense as Unique Skill

These distinctions make AI product sense a unique and separate skill.

Formal AI Product Sense Definition

AI Product Sense is the fit between need, model behavior, and economic envelope.

Apollo.io Success Example

Tweaks in context engineering, model economics, and feedback loops led to a successful product.

Avoid Wasted Development

A highly tuned AI product sense prevents wasted development cycles.

Improve AI Product Sense

AI product sense can and needs to be improved, as stated by Marty Cagan.

This guide details AI Product Sense, a critical skill for product managers to avoid failures and build trusted AI products.

Defining Product Sense

Sid Arora's Product Sense Definition

Shreyas Doshi's Product Sense Levers

Product Sense Levers

Product Sense Scope

Formal Product Sense Definition

Product Sense Pattern Recognition

Defining AI Product Sense

Apollo.io AI Email Writer Failure

Initial Reception

Product Failure

User Impact

Business Impact

Feature Pause

Development Cost

Traditional Product Sense Failed

Non-Deterministic Models

Non-Fixed Costs

AI Product Sense as Unique Skill

Formal AI Product Sense Definition

Value Delivery

Apollo.io Success Example

Millions in Revenue

Avoid Wasted Development

Improve AI Product Sense

AI Product Sense Guide for Product Managers

Defining Product Sense

Sid Arora's Product Sense Definition

Shreyas Doshi's Product Sense Levers

Product Sense Levers

Product Sense Scope

Formal Product Sense Definition

Product Sense Pattern Recognition

Defining AI Product Sense

Apollo.io AI Email Writer Failure

Initial Reception

Product Failure

User Impact

Business Impact

Feature Pause

Development Cost

Traditional Product Sense Failed

Non-Deterministic Models

Non-Fixed Costs

AI Product Sense as Unique Skill

Formal AI Product Sense Definition

Value Delivery

Apollo.io Success Example

Millions in Revenue

Avoid Wasted Development

Improve AI Product Sense