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:
plan the implementation.
Give developers a reviewable plan before changes spread across the codebase.
DISCOVERYAnswer the questions
Answer the questions
that shape the build.
Which modules own the behavior? What conventions must remain consistent? How will the change be verified?
Repository text is context, not authority to run arbitrary commands. Preserve environment boundaries and never expose secrets to model context.
We use these answers to agree on integration boundaries, responsible reviewers, access controls and a definition of done. The proposal identifies dependencies and what is included before implementation begins.
FIRST IMPLEMENTATIONProve the useful part.
Prove the useful part.
Then expand deliberately.
Pilot a small contained change and compare the plan with the actual diff and reviewer feedback.
Measure the result
Measure unnecessary edits, missed dependencies, plan corrections and avoidable review cycles.
Prepare for everyday operation
Attach the accepted plan to the task and update it when new evidence changes the approach.
Document the owner, support path and recovery procedure. Define how the workflow behaves when information is incomplete, access fails or a reviewer declines the proposed result. Agree on what needs fresh validation after a model or integration change.
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.