Original quote
$80,000
Just over 2 months
Introducing the Fairgame AI Harness
Our new approach to building, testing, and improving Fairgame with AI. Our team sets the direction and decides what ships.
FAIRGAME PLATFORM STABILIZATION
Platform stabilization: $75,000 below the quote.
We stabilized Fairgame’s mobile app, Fairgame Pro web app, and shared backend to improve security, reliability, and our ability to ship updates.
Completed with our AI harness
$5,000
Just over 1 week
Cost savings measured against the original project quote.
Completed work.
Security and privacy
We tightened access to registrant data and user actions, strengthened login-code protections, and removed credentials from source code.
Reliable releases
We restored deployment pipelines for the backend, web, iOS, and Android.
Backend updates
We brought pending backend changes into production.
Sharing and deep links
We replaced the discontinued Firebase Dynamic Links service.
Error visibility
We added error monitoring and crash reporting across web and mobile.
THE AI HARNESS
Engineering, not vibe coding.
The team we work with brings 15 years of engineering experience to the harness. That experience guides decisions about architecture, security, and how we maintain the app over time.
We define the requirements, give AI the project context, and check its work through tests and code review. Experienced engineers assess the tradeoffs and decide what is ready to ship.
BUILT INTO THE PROCESS
- Project knowledge
- Clear scope
- Quality checks
- Human oversight
Understand the job.
We define what needs to change. AI reviews the existing code and project history.
Agree on the plan.
We settle the scope and open questions before the build starts.
Build and test.
AI writes the changes in a separate workspace and runs tests before review.
Review and fix.
AI reviewers check the work from different angles. Our team resolves anything they cannot.
Release and learn.
We review the release. AI records what changed and what to carry into the next project.
WHAT THIS MEANS FOR FAIRGAME
More capacity to build what’s next.
Lower costs and shorter development cycles give us room to pursue more of our roadmap. We can test new experiences, learn from real use, and focus investment on the ideas that create value for golfers.
We keep that pace accountable through clear scope, separate development environments, automated checks, and human review. Our team controls what reaches the live app, so we can increase our ambition while managing the risk.