Free Diagnostic

12 Signs Your Organization Is Still Stuck in AI-Augmented Delivery

Most organizations are not failing with AI because they ignored AI. They are failing because they added AI to the same delivery model.

Score your organization against 12 signs. See whether AI is changing your delivery system, or only increasing activity inside the system you already have.

Cover of the diagnostic: 12 Signs Your Organization Is Still Stuck in AI-Augmented Delivery

18-page PDF · Scoring guide included

What You Get

Inside the Diagnostic

Built for leaders who have moved past curiosity and need to know whether AI is creating delivery capability, or only more activity.

01

The 12 Signs

Each sign names a pattern, explains what the pattern means, and gives you the AI-native question to ask your team next.

02

A Score Out of 24

A simple scoring model and three bands that show how far your delivery model has moved beyond AI-augmented work.

03

A Place to Start

A short sequence for your first bounded delivery slice, so you change the operating model before you buy another tool.

Preview

Three of the 12 Signs

If you recognize one of these, expect to recognize more. The PDF covers all 12, with what each sign means and the question to ask your team next.

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Nine more signs, the scoring guide and where to start are in the PDF.

Get All 12 Signs
AI augmentation asks how AI helps people work faster inside the current process. AI-native delivery asks how software delivery should be designed when agents create, test, deploy and improve software, and people provide intent, context, orchestration and validation.
Who This Is For

Built for Technical Leaders

  • CTOs and VPs of EngineeringYou fund AI tools and need to show delivery results, not usage charts.
  • Engineering managers and architectsYou see where work still waits: reviews, handoffs, security, approvals.
  • Product and program leadersYou own delivery outcomes and need a shared language for what has to change.
From the Authors

Andre and Pam

Andre Kaminski
Andre Kaminski
Author, The AI-Native Software Development Lifecycle
Pam Clavier
Pam Clavier
AI Transformation & Software Delivery

AI-Native SDLC training and advisory

Free Download

See Where Your Organization Stands

Run the diagnostic with two or three peers from engineering, product and quality. The gaps between your scores tell you more than any single score.

Get the Diagnostic Go deeper: the 3-day AI-Native SDLC Certified Practitioner Program →