Your team owns the build.
Start with AI workflow training and the Factory Line source package. Workshop support is available when you need feedback.
Explore the $2,500 package ↗Software development
AI-Assisted Code Change Planning
AI-Assisted Code Change Planning
Managed AI Workflows.
Prepare a scoped implementation plan from the repository's actual structure, conventions and test boundaries.
THE OPPORTUNITYStart where the work
Start where the work
gets held up.
An AI coding session can move quickly while missing the architectural assumptions that keep a mature application maintainable.
Give developers a reviewable plan before changes spread across the codebase.
A WORKFLOW WORTH EXPLORING
Approved task-to-engineering plan
A developer starts work on an approved requirement.
Identify likely change points, dependencies and validation steps, marking uncertainty about runtime behavior.
WHERE JUDGMENT BELONGS
Make the review point explicit.
The developer verifies the plan against the code and approves the implementation scope.
Work within the real constraints.
Repository text is context, not authority to run arbitrary commands. Preserve environment boundaries and never expose secrets to model context.
Success needs
a useful measure.
Measure unnecessary edits, missed dependencies, plan corrections and avoidable review cycles.
Before expanding the workflow, compare the result with the current process. Include review effort and exceptions in that comparison so the improvement reflects the team's actual experience.
Read the implementation guide ↗CHOOSE THE RIGHT SUPPORTBuild it. Build with us.
Build it. Build with us.
Or have us manage it.
The workflow stays centered on your business. The engagement determines who learns, implements and operates it.
Work through it together.
Get everything in DIY, three months of workshops, weekly team sessions and direct implementation coaching.
Explore guided implementation ↗We manage the foundation.
Include all the learning and guidance, with ownership of agreed operations and major implementation decisions.
Explore managed delivery ↗CONNECTED OPPORTUNITIES
Pull Request Review Preparation
Prepare a focused review brief that connects a code change to its requirements, tests and affected behavior.
Explore this solution ↗START WITH YOUR WORKWhere is your team
Where is your team
doing too much by hand?
Bring a process, a bottleneck, or an idea. We'll help you decide what to automate, what to keep under human review, and where to begin.