AI Engineering Workflows

Give coding agents a defined place in your delivery process

An agent can produce a code change. Your engineering team still needs to judge whether it meets the requirement, passes the relevant checks, and is ready for release.

We help software teams test agent-assisted delivery on a small backlog. Planning, implementation, and review have explicit responsibilities. People retain control of repository access and release decisions.

This is a specialist engagement for engineering teams. For a business workflow such as quote preparation, document handling, or enquiry routing, start with the Focused AI Workflow Pilot.

What we configure

• A delivery workflow for your repositories and chosen agent tools
• Written tasks and acceptance criteria before implementation starts
• Tests and independent review suited to your quality requirements
• Permission, branch, and release boundaries
• Execution records, retry limits, and escalation to a person
• Team training and operating documentation for the agreed setup

Our Multi-Agent Harness is an internal GTA Labs project, not a client result. It informs our approach to evaluation; your pilot is measured on your team's work.

How the pilot is measured

Compare useful completed work, review effort, rework, and defect rate with your current process. Faster code generation is not enough if reviewers spend longer fixing it. Start with representative, reversible tasks and expand only after reviewing the evidence.

We agree scope, acceptance tests, the review window, and correction terms before building. There is no blanket promise of productivity improvement or unlimited remediation.

Investment and delivery

Specialist pilot setup from CAD $15,000. Scope depends on repositories, access controls, evaluation requirements, and team involvement. The proposal specifies milestones, handoff, custom-code rights, and third-party dependencies. Wider rollout and ongoing support are separately scoped.

Greg leads the engagement. We identify and scope any additional specialist support before committing to the work and schedule.

Arrange a free 45-minute fit call to discuss your engineering workflow.