# Improve the system that ships software.

> Installing coding tools is easy. Changing the way a team delivers products is not. A responsible pilot targets a real bottleneck and measures whether the change helps.

Canonical URL: https://marmation.com/engagements/ai-native-team-pilot/

## The decision

Does the change help your team deliver better software?

Test one real bottleneck with a team that can sustain the change. Compare delivery and quality with the starting point before deciding what to adopt.

## Find the part of delivery that needs to improve

Engineering spends more time on tests and review than desired, while product managers prepare specifications that agents misunderstand. The team wants to evaluate AI assisted development without loosening security or quality.

## Tool training needs a connection to real work

Workshops and prompt libraries alone rarely change outcomes. Without the team’s actual codebase and a process for reviewing and approving changes, the exercises remain abstract.

## Run a focused trial and compare the results

Choose a suitable codebase and record how the team works today. Identify responsibilities, give coding agents the project information they need and agree what they may read, change and run. Trial the change on real work, then compare delivery and quality with the starting point.

## What the team pilot may cover

- Baseline and success criteria.
- Rules for coding-agent access, project information, tools and changes to the codebase.
- Pilot workflow, test/review process and training tied to real work.
- Results report with recommendations and limitations.


## The team must be able to sustain the change

This engagement is for teams with enough engineering capacity to sustain the changes. Organizations seeking outsourced product development should commission engineering delivery instead.

## Count review and rework alongside speed

Compare defects found after release, the effort of reviewing code, the team’s experience, security findings, time to complete work and repeated corrections. Faster code generation may simply move effort into review. Report the observed improvement and its limits rather than projecting an untested productivity multiplier.

## Choose one real delivery bottleneck

Identify one real delivery bottleneck, and define the engineering team that can run the pilot.

## Related reading

- [More generated code is not the same as a better product.](https://marmation.com/solutions/ai-native-engineering-enablement/)
- [Resolve the question before funding the build.](https://marmation.com/engagements/decision-and-architecture-sprint/)
- [Engineering capacity with clear accountability.](https://marmation.com/engagements/engineering-capacity/)