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 ↗Application development
React
React
Managed AI Workflows.
Bring AI into React feature work with clear component boundaries, user behavior and reviewable implementation evidence.
THE OPPORTUNITYStart where the work
Start where the work
gets held up.
A generated component may look correct while missing accessibility, state ownership or an existing design-system rule. Context determines whether it fits the application.
Help developers produce focused changes that can be understood, tested and maintained.
A WORKFLOW WORTH EXPLORING
Feature brief-to-component change plan
A developer selects an approved interface requirement with concrete acceptance examples.
Propose a small implementation plan or diff and identify loading, error, empty and permission states that need handling.
WHERE JUDGMENT BELONGS
Make the review point explicit.
An engineer reviews behavior and architecture, and verifies keyboard use and relevant rendering states before accepting the change.
Work within the real constraints.
Confirm framework version, rendering model and dependencies. Avoid introducing duplicate state or new packages without an explicit decision.
Success needs
a useful measure.
Measure review effort, missed UI states, accessibility defects and regressions rather than generated line count.
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 ↗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.