1. Select the workflow
Choose a repeatable engineering task such as test generation, bug fixing, documentation upkeep, browser QA, or internal tool changes.
Enterprise pilot
Prove the value with one repository, one workflow, and one controlled runtime.
A narrow pilot gives executives risk visibility and gives engineers enough technical depth to decide whether the operating model belongs in their delivery process.
Pilot shape
Small enough to approve. Real enough to matter.
The pilot should avoid generic demos. It should use a real enterprise-style workflow with measurable output, reviewable evidence, and clear acceptance criteria.
2. Define boundaries
Set repository scope, runtime permissions, tool access, network rules, secrets handling, and approval requirements.
3. Run controlled work
Execute tasks in isolated workspaces, capture logs and evidence, and prepare PRs or deployment artefacts for human review.
4. Measure acceptance
Review speed, quality, policy fit, developer experience, security objections, and operational cost.
Acceptance criteria
A pilot succeeds when engineering and leadership can both say yes.
Business case
Clear productivity gain, controlled risk, and a sensible path to expansion.
Developer trust
Readable diffs, credible tests, useful evidence, and no disruption to existing review habits.
Control posture
Bounded access, approval gates, secrets separation, audit trail, and rollback plan.
Next step
Book a technical briefing for the first pilot.
Bring one target workflow, one repository candidate, and the security questions your platform team will ask first.
brett@gt-a.uk