A reviewable change sooner
Reduce repetitive implementation steps and preparation without skipping engineering review.
FROM POSSIBILITY TO PRACTICE
What it does for your business
Help engineers turn an agreed feature specification into a reviewable code change. AI can work with the relevant repository context, propose an implementation and prepare tests and supporting documentation. The engineering team reviews and releases the result through its normal process.
The value it could bring
These are the improvements to evaluate against your current process. We agree the scope and test the value with your team.
Work aligned with the codebase
Use existing patterns and constraints so a proposed feature fits the system it will join.
Acceptance criteria stay visible
Connect the implementation and checks to the behaviour the product team actually requested.
EVIDENCE FROM OTHER BUSINESSES
Published ROI evidence
We have not linked a comparable published financial ROI study for this use case yet. That leaves it unranked, rather than assigning an estimated score. A pilot can measure benefits and total implementation and running costs in your business.
How it works in your business
STEP 1
Bring in the right context
Select the relevant information from your code repository, issue tracker and development environment. Agree what a good result looks like with your software and product team, including the rules, examples and permissions the workflow needs.
STEP 2
Turn the task into a workflow
Build the change end to end, against the spec. Use the specification and existing architecture to propose an approach, create the relevant artefacts and check the result against the task's acceptance criteria.
STEP 3
Put the result to work
Return a reviewable change or technical explanation with the relevant checks, so it can move through the team's normal engineering process. Engineers review code and run the relevant checks before merging or releasing a change.
AN EXAMPLE IN PRACTICE
A product team needs a new filtered report. The workflow works from the acceptance criteria and existing architecture, prepares the change and relevant tests, and opens it for review. Engineers check behaviour, access controls and maintainability before merging.
Start with a focused pilot
Choose one workflow, one team and a representative set of real tasks. We establish the current baseline, build the first version and review the results together before expanding it.
What we would start with
Depending on the scope, useful inputs include:
- Feature specification and acceptance criteria
- Relevant source code and architecture constraints
- Tests, development tools and review standards
We agree access and integration with your code repository, issue tracker and development environment as part of the design.
How we would measure value
- Time to an accepted pull request
- Review corrections and test failures
- Defects and maintenance effort after release
Engineers review code and run the relevant checks before merging or releasing a change.
LET’S BUILD IT TOGETHER
Could this help your business?
Tell us how your team works today and what you would like to improve. We’ll explore the opportunity, shape a practical first step and build it with you.
Talk to us about this use case