An AI-native team designs its delivery system around safe, repeatable AI collaboration; simply using AI means adding tools to an otherwise unchanged process.
Dimension
Uses AI tools
AI-native
Workflow
Individuals prompt as needed
Specifications, context, and tests guide agents
Control
Existing review absorbs output
Permissions and risk gates limit actions
Success
Tool adoption or generated code
Delivery quality, effort, and defects
People still own product choices, architecture, and released changes. The team maintains reusable instructions and evaluations, keeps project knowledge retrievable, and strengthens verification as generation becomes faster.
Rewriting in plainer words…
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