INTERNAL BRIEF

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 MOBILE APP STABILIZATION

App stabilization: $75,000 below the quote.

We completed Fairgame’s mobile app stabilization using our AI harness.

Original quote

$80,000

Just over 2 months

Completed with our AI harness

$5,000

Just over 1 week

Cost savings measured against the original project quote.

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.