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Technology & product

Software Companies
Managed AI Workflows.

Connect product intent, engineering context and review evidence so AI-assisted development produces maintainable changes.

THE OPPORTUNITY

Start where the work
gets held up.

Teams can generate code faster than they can settle requirements or inspect the result. Unclear ownership turns that speed into rework.

Build a repeatable path from an agreed problem to a reviewed change, with engineers responsible for the system.

A WORKFLOW WORTH EXPLORING

Feature readiness and implementation handoff

A product owner selects a bounded customer problem for engineering planning.

Prepare a coherent implementation brief, identify unresolved product decisions and map verification needs to the intended behavior.

WHERE JUDGMENT BELONGS

Make the review point explicit.

Product approves scope and an engineer validates the design. Generated code follows the team's normal review and release process.

Work within the real constraints.

Confirm repository boundaries, customer-data access and release controls. AI assistance must not turn speculative requirements into approved scope.

Success needs
a useful measure.

Measure clarification cycles, scope changes, reviewer effort and defects discovered after acceptance.

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 SUPPORT

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.

DIY

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 ↗
DFY

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 WORK

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.