Warragul Basketball Success Story

A 200-Team Basketball Tournament Rebuilt with Zero Errors Just Two Weeks Before Tip-Off

2-Hour 
Schedule Rebuild

200 
Teams

Zero 
Errors

About Warragul Basketball

Warragul Basketball is a leading basketball association in Victoria, Australia, responsible for delivering large-scale tournaments that serve hundreds of teams and coaches across thousands of athletes and their families. With rapid growth in participation, the operational complexity behind these events has increased dramatically, especially when it comes to scheduling.

The Challenge

In early 2026, Warragul Basketball was just two weeks away from hosting one of its largest tournaments to date. Like many basketball organizations in Australia, Warragul Basketball relied on PlayHQ as its system of record. As the tournament details came together, Dave Thomas, General Manager of Warragul Basketball, realized that the scheduling requirements had outgrown what the platform could handle. The lack of ability to process the parameters of requests, game venues, matchups and clashes became a real struggle.

With variables stacking up and no margin for error, Dave found himself racing the clock. While he felt he was close, the reality of duct-taping AI prompts and spreadsheets together was setting in and he realized this wasn’t going to produce a tournament-ready schedule without conflicts, violations or edge-case errors. So, he reached out to Fastbreak AI in hopes to achieve what felt like the impossible.

The Solution

Within hours of the request, Dave used Fastbreak to rebuild the entire fixture from the ground up. Fastbreak’s purpose-built scheduling engine absorbed every requirement the event demanded, including four hard rules and seven operational preferences, while accounting for court utilization, rest windows and division-specific needs. Within a couple of hours, Warragul Basketball received a complete, three-day tournament schedule with zero errors, plus it was ready to be uploaded into their existing workflows. 

But the real test came next.

The following day, Warragul Basketball received new direction from stakeholders: 

  • The event needed to be compressed from three days into two. 
  • Shortly after, division sizes changed. 
  • Then game lengths were adjusted. 

In most systems, each of these changes would have triggered hours, or days, of manual rework, introducing new risks with every edit. With Fastbreak, each change was handled in minutes. The schedule was regenerated instantly, every constraint was respected and no errors were introduced across any iteration. There were no fire drills, compromises or need to choose between speed and accuracy.

For Dave, the experience was eye-opening. What had felt impossible just days earlier became routine. The outcome was so impressive that he immediately connected Fastbreak with the governing body for basketball in Australia, explaining that what Fastbreak delivered simply could not have been done using PlayHQ. 

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“I had been working on the fixture using 2-3 LLM AI models for close to 4 weeks and kept getting stuck at about 85% of the fixture. No matter what I tried, every attempt to complete the model failed, and I started to panic as the date drew closer. I found Fastbreak via a search for ‘AI fixture modelling’ and read the post on why LLMs cannot produce a fixture, then I completed an enquiry form entitled “HELP!” Riley Glassmann (Fastbreak AI) contacted me within 24 hours and, truly, saved me from insanity! After a few back and forths on parameters, the model was complete and I had a fixture. It was that easy.”

Dave Thomas, General Manager, Warragul Basketball

The Impact

What could have been weeks of manual rework, stress and risk became a controlled, repeatable process at the exact moment when timing mattered most. As the association’s largest event to date, the tournament represented a milestone for both the community and the sport. It brought economic lift to surrounding towns, created a vibrant atmosphere for families and partners, and reinforced a commitment to sportsmanship in junior basketball. Getting it right ensured that moment lived up to its meaning.

With just two weeks before tip-off, Warragul Basketball has a fully executed tournament plan:

  • 200 teams across 21 associations (2,250 players)  
  • 379 games scheduled flawlessly–zero errors
  • 16 courts across 8 venues optimized with no conflicts
  • Multiple, major, last-minute changes handled in minutes
  • Weeks of stress eliminated for organizers

This experience has Dave looking forward to the future.

“As I started to learn the system, I realised I was only scratching the surface on what Fastbreak can do and I’m looking forward to using the entire platform for the tournament in 2027 and giving access to the participants.” 

What happened at Warragul Basketball is a meaningful shift in amateur sports operations. As participation expands and tournaments grow in size and complexity, organizations are raising their standards to meet professional expectations from players, families, sponsors and governing bodies. 

Scheduling is no longer a clerical task, it’s a strategic function that shapes cost, fairness, experience and reputation. AI-powered schedule optimization is becoming foundational infrastructure for grassroots sports, enabling organizations to scale confidently and deliver events that match the ambition of the communities they serve.

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