Case study · AI development workshop
OPMS
One day on-site
A Perth software company went from curious about AI to running parallel agents against their production codebase in a single day.
The Vertical AI workshop was a turning point for us. By the day after the session, we were already realising significant velocity gains. Since then, the impact has spread well beyond engineering: QA, support, and even management have all reshaped the way they work. It's hard to overstate how much it has changed our day-to-day.
The company
OPMS
A West Perth software company building production systems for the offshore energy sector, across multiple repos and services. CEO Tiiu Tiisaar wanted to see AI-native development on their real codebase.
01 · The situation
The gap between demos and the codebase
The team had seen the demos and tried ChatGPT for code suggestions. None of that closed the gap between "AI can write a todo app" and "AI can ship our next feature" against a multi-repo production codebase with architectural constraints, Jira tickets, and deadlines.
They needed someone to open the production repo with their engineering team and show them how it works.
02 · The workshop
One day on their own codebase
Two of our team sat down with two of their senior engineers in West Perth and worked against the production repo all day. We connected their tools, documented their architecture gotchas, built custom workflows for their stack, and shipped real work.
By the end of the day, the team had three things they could keep using: an AI development setup tuned to their codebase, a Monday-morning playbook, and a live demo. The demo reviewed three pull requests across three repositories at once and caught issues their existing process had missed.
Their production stack
Cross-repo PR review
Three deliverables
03 · The shift
Every team
The engineers started shipping faster the next day. Within weeks, QA had changed their process, support had changed theirs, and management was using AI for planning and documentation.
Backlog items that had sat for months started shipping.
04 · Who ran this
Vertical AI
We're an AI automation agency in Perth, Western Australia. We run AI development workshops for software teams on-site, against your production codebase, with your tools and your tickets.
Every workshop starts with your stack, your architecture, and the bottlenecks the team already knows about. If your engineering team is where OPMS was, book a workshop and we'll show you what it looks like for your codebase.
FAQ
Common questions
Book a workshop if you don't see yours here.
We spend a day on-site with your engineering team, working against your production codebase. By the end of the day the team has shipped real work using AI-native workflows and has a playbook for Monday morning.
No. We start from zero and build up. By the end of the day your engineers are running parallel AI agents across feature branches and reviewing PRs autonomously.
Three deliverables: a workshop report with findings and strategic recommendations, a workflows and tools guide written for your stack, and a prompt library tuned to your codebase conventions.
Yes. We work against your production repo on workshop day, connecting to Jira, Bitbucket, GitHub, Figma, your CI pipeline, and the rest of the stack you already use.
Most teams ship faster the day after the workshop. Within weeks the impact spreads beyond engineering: QA, support, and management start reshaping their workflows too.
No. Vertical AI is Perth-based, but workshops can run on-site anywhere in Australia or remotely. We work with software teams across Australia and internationally.
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