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Software delivery

Jira
Managed AI Workflows.

Turn issue conversations into reviewable implementation briefs and clearer acceptance criteria for development teams.

THE OPPORTUNITY

Start where the work
gets held up.

Requirements can drift through comments while the issue description stays unchanged. AI needs to expose contradictions and unanswered questions before implementation begins.

Help engineers start with a coherent task and reviewers evaluate against agreed behavior.

A WORKFLOW WORTH EXPLORING

Issue readiness review

A product owner moves a candidate issue into a readiness review.

Draft a consolidated brief, list unresolved decisions and propose observable acceptance criteria without silently expanding scope.

WHERE JUDGMENT BELONGS

Make the review point explicit.

The product owner approves behavior and priority. An engineer checks dependencies and feasibility before the issue is considered ready.

Work within the real constraints.

Confirm project permissions, issue security and workflow transitions. A generated brief must not automatically trigger delivery commitments.

Success needs
a useful measure.

Track reopened requirements, unplanned scope, clarification effort and defects caused by misunderstood acceptance criteria.

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 ↗
CONNECTED OPPORTUNITIES

GitLab

Connect issue context, proposed changes and pipeline evidence into a reviewable development workflow.

Explore this solution ↗

Release Notes Preparation

Translate verified shipped changes into useful release notes for the people who rely on the product.

Explore this solution ↗

Release Readiness Review

Assemble the evidence a release owner needs to decide whether a planned deployment is ready.

Explore this solution ↗
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.