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AI Product Development: Expectations, Directives, Accountability, Constraints
Feb 6, 2025
By now, you've probably seen Tobi's (Shopify CEO) memo around AI. It creates 4 things from teams I see doing this well: Expectations, Directives, Accountability, Constraints.
Firmly Sets Expectations "Understanding AI is now a fundamental expectation of everyone at Shopify" and "Everyone means everyone."
States Directives "AI prototyping must be part of their project phases. "
Creates Accountability Mechanisms "We will add AI usage questions to performance reviews."
Creates Constraints
To Force New Behaviors "Before asking for more headcount and resources, you must first prove you can't get it done with AI."
The reality is changing human behavior is HARD. All four of these things need to be present if you want to create change:
Expectations
Directives
Accountability
Constraints
Reforge can help with this. We have an upcoming cohort with AI courses from Foundations to Strategy from leading operators.
AI Foundations Created by me and hosted by Adam Fishman
Mastering AI Productivity Created and hosted by Sachin Rekhi
AI Strategy By Ravi Mehta
All Courses Here ->
From Tobi's original Twitter post here

By now, you've probably seen Tobi's (Shopify CEO) memo around AI. It creates 4 things from teams I see doing this well: Expectations, Directives, Accountability, Constraints.
Firmly Sets Expectations "Understanding AI is now a fundamental expectation of everyone at Shopify" and "Everyone means everyone."
States Directives "AI prototyping must be part of their project phases. "
Creates Accountability Mechanisms "We will add AI usage questions to performance reviews."
Creates Constraints
To Force New Behaviors "Before asking for more headcount and resources, you must first prove you can't get it done with AI."
The reality is changing human behavior is HARD. All four of these things need to be present if you want to create change:
Expectations
Directives
Accountability
Constraints
Reforge can help with this. We have an upcoming cohort with AI courses from Foundations to Strategy from leading operators.
AI Foundations Created by me and hosted by Adam Fishman
Mastering AI Productivity Created and hosted by Sachin Rekhi
AI Strategy By Ravi Mehta
All Courses Here ->
From Tobi's original Twitter post here


