# One product model. Every team can use it.

AI coding made output cheaper. It didn't make product understanding appear by magic.

Codemix gives engineers, product, design, QA, architects and leadership the same source of truth for what the product is supposed to do. Humans can ask it. Agents can build against it. That is the point.

## Software engineers & tech leads
Give agents the product context they keep trying to invent. [Learn more](/content/for/software-engineers-tech-leads/index.html)

## Engineering managers
Stop routing every product question through the same three people. [Learn more](/content/for/engineering-managers/index.html)

## Founders
Keep the speed. Add enough product clarity to ship something people can use. [Learn more](/content/for/founders/index.html)

## Product managers & owners
Make the intent survive the trip from discovery to implementation. [Learn more](/content/for/product-managers-product-owners/index.html)

## Product designers
Design from the story behind the flow, not just the ticket. [Learn more](/content/for/product-designers/index.html)

## QA engineers
Test against what correct means, not just what the build happens to do. [Learn more](/content/for/qa-engineers/index.html)

## Architects & platform teams
Make structural decisions from the domain, not just the diagram. [Learn more](/content/for/software-architects-platform-teams/index.html)

## CTOs & engineering leadership
Scale AI execution without scaling product drift. [Learn more](/content/for/ctos-engineering-leadership/index.html)