AI-Native Maturity Model

Become
AI-Native.
Maintain Engineering Sovereignty.

Find the bottlenecks limiting your AI ROI, then build a production workflow your organization can keep improving and keep owning.

Find your AI-Native stage

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The AI-Native Index™

Where your engineering workflow stands today.

The ROI gap

Faster coding is not a faster delivery system.

AI creates meaningful returns when the whole engineering workflow improves, not when one task accelerates and every surrounding bottleneck stays put.

Illustrative workflow10× faster coding

Requirements20h

Coding2h

Review20h

Testing20h

Deployment20h

Only 1.2× faster

Target workflowAI-optimized delivery

Requirements2h

Coding2h

Review2h

Testing2h

Deployment2h

10× faster

The AI-Native Maturity Model

Measure how much of the engineering workflow has become AI-native.

0Resistant

1Curious

2Assisted

3Managed

4Integrated

5Delegated

6Operational

7Collaborative

8AI-First

9Adaptive

10AI-Native

Where many organizations stallAI improves individual tasks. Manual review, deployment, and operations still limit ROI.Read the full model

Engineering sovereignty

AI-native should never mean vendor-native.

Sovereignty is the freedom to improve your system without surrendering the assets that make it valuable.

CloudRun in the account you control.

Agent runtimeKeep agents portable and observable.

InfrastructureOwn the production foundation.

ModelsChoose and change providers.

DataKeep operational context close.

DeploymentControl how software reaches production.

WorkflowsRetain the process knowledge you build.

ObservabilitySee, evaluate, and improve the system.

Your advantage remains portable, observable, and yours.

Captured AI ROI

Maturity creates potential value.
Sovereignty determines how much you keep.

Potential valueAI-Native Maturity

Value retainedEngineering Sovereignty

Business outcomeCaptured AI ROI

The Defang product line

Three offerings. One workflow you own.

Run your agents on Station. Ship what they build with Defang Deploy. Build the capability with Forge. Each one moves a term in the equation above.

Defang Station

Give your agents room to run.

A hosted machine running Claude Code or Codex against your own Anthropic and OpenAI accounts, reachable from any browser.

Moves maturityMoves the work off laptops and into something you can watch.

Visit Station

Defang Deploy

Ship it to your own cloud.

Your Compose file goes to your own AWS, GCP or Azure account. Preview environments for agent changes, and one path to production for people and agents alike.

Protects sovereigntyKeeps the cloud account, the data and the models yours.

Explore Deploy

Defang Forge

Redesign the workflow around it.

Engineers who work in your codebase and your cloud accounts to rebuild how your team ships software, then hand it back to you.

Moves bothTurns a set of tools into a workflow your team owns.

Explore Forge

Our Partners

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Join our Discord community to connect with developers, share insights, and get real-time support.

I had an amazing time working with Defang’s web hosting technology and learning about web deployment at StormHacks2024 hackathon.

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WTF, It’s revolutionary

@prathamvishwakarma - User

Woooo 🥳! Thank you Defang Labs, for making web app deployment more accessible ❤!

Joar H. - User

What a relief to be able to just deploy containers with Defang and not deal with the over-engineered monstrosity that is Kubernetes.

Bjørn S. - Founder @ Early Orbit, Happylatte, App Annie / Data.ai

What sorcery is this? I can hardly believe how amazing this is!

@shemmarie - User

As a student with limited production environment experience, I recently completed my first full-stack AI project deployment using Defang, and I was thoroughly impressed by the experience.

@vrx2314 - User

With Defang we were able to deploy our application within our own AWS account in under an hour.

Jason F. - CEO

The AI integration is amazing

@dextermorgan660 - User

I had an amazing time working with Defang’s web hosting technology and learning about web deployment at StormHacks2024 hackathon.

Linda L. - Student @ UBC

WTF, It’s revolutionary

@prathamvishwakarma - User

Woooo 🥳! Thank you Defang Labs, for making web app deployment more accessible ❤!

Joar H. - User

What a relief to be able to just deploy containers with Defang and not deal with the over-engineered monstrosity that is Kubernetes.

Bjørn S. - Founder @ Early Orbit, Happylatte, App Annie / Data.ai

What sorcery is this? I can hardly believe how amazing this is!

@shemmarie - User

As a student with limited production environment experience, I recently completed my first full-stack AI project deployment using Defang, and I was thoroughly impressed by the experience.

@vrx2314 - User

With Defang we were able to deploy our application within our own AWS account in under an hour.

Jason F. - CEO

The AI integration is amazing

@dextermorgan660 - User

I had an amazing time working with Defang’s web hosting technology and learning about web deployment at StormHacks2024 hackathon.

Linda L. - Student @ UBC

WTF, It’s revolutionary

@prathamvishwakarma - User

Woooo 🥳! Thank you Defang Labs, for making web app deployment more accessible ❤!

Joar H. - User

What a relief to be able to just deploy containers with Defang and not deal with the over-engineered monstrosity that is Kubernetes.

Bjørn S. - Founder @ Early Orbit, Happylatte, App Annie / Data.ai

What sorcery is this? I can hardly believe how amazing this is!

@shemmarie - User

As a student with limited production environment experience, I recently completed my first full-stack AI project deployment using Defang, and I was thoroughly impressed by the experience.

@vrx2314 - User

With Defang we were able to deploy our application within our own AWS account in under an hour.

Jason F. - CEO

The AI integration is amazing

@dextermorgan660 - User

I had an amazing time working with Defang’s web hosting technology and learning about web deployment at StormHacks2024 hackathon.

Linda L. - Student @ UBC

WTF, It’s revolutionary

@prathamvishwakarma - User

Woooo 🥳! Thank you Defang Labs, for making web app deployment more accessible ❤!

Joar H. - User

What a relief to be able to just deploy containers with Defang and not deal with the over-engineered monstrosity that is Kubernetes.

Bjørn S. - Founder @ Early Orbit, Happylatte, App Annie / Data.ai

What sorcery is this? I can hardly believe how amazing this is!

@shemmarie - User

As a student with limited production environment experience, I recently completed my first full-stack AI project deployment using Defang, and I was thoroughly impressed by the experience.

@vrx2314 - User

With Defang we were able to deploy our application within our own AWS account in under an hour.

Jason F. - CEO

The AI integration is amazing

@dextermorgan660 - User

Join the Community

Join our Discord community to connect with developers, share insights, and get real-time support.

News, Blogs & Features

Defang Forge builds the factory and the Defang Platform runs it across AWS, Azure and Google Cloud, with a customer feedback loop flowing back into production.

Building the AI-Native Software Factory with Defang

Building an AI-native software factory takes more than a coding agent. It takes people, agents, tools, infrastructure and governance working as one system—and it should belong to you. Here's how Defang Forge and the Defang Platform fit together.

View Blog