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

Talk to us

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 Forge methodology

From assessment to sustained AI ROI.

Start with clarity. Prove one production workflow. Use the evidence to choose what comes next.

1Assess

Measure maturity, sovereignty, bottlenecks, and ROI opportunities.

2Blueprint

Design the target workflow and production architecture.

3Pilot

Build one high-value production workflow with your team.

4Production

Deploy with governance in the cloud account you control.

5Roadmap

Turn evidence into the next move and keep improving.

One outcome, two parts

Build the capability.
Run it on your terms.

Forge works beside your team. The Defang Platform ships the resulting software into infrastructure you control.

Defang Forge

Transform the workflow.

Assessment, architecture, implementation, evaluation, and team enablement centered on one real production outcome.

Find the highest-value bottleneck
Build with your people, not around them
Leave reusable capability behind

Read about Forge

Defang Platform

Operate in your cloud.

Deploy and operate agentic applications across AWS, Azure, or Google Cloud while keeping models, data, and infrastructure portable.

compose.yaml

services:
  agent:
    build: .
    models: [chat]

$ defang compose up
✓ deployed to your cloud

Explore the docs

AI-native on your terms

IndependentYour cloud, models, deployment, and future.

CollaborativeHumans and AI engineers working together.

Production-gradeDeploy, observe, govern, and scale.

Our Partners

Join the Community

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.

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

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

The AI-Native Index — Defang's AI-Native Maturity Model shown as a 0 to 10 scale from Resistant to AI-Native, with a "You are here" marker at stage 2, Assisted.

The AI-Native Enterprise: Redesigning Engineering for the AI Era

The next wave of competitive advantage won't come from adopting another AI tool. It will come from redesigning engineering around humans and AI agents working together, while preserving engineering sovereignty.

View Blog