AI Solutions
AI That's Already on the Scoreboard
We don't just talk about artificial intelligence — we deploy it. These are production systems running at one of the largest state athletic associations in the country, serving real fans, real media, and real administrators.
Content Generation
Game Recaps That Write Themselves
Our automated recap system turns raw box score data into publishable game stories — with zero human intervention. A two-pass LLM pipeline generates journalist-quality recaps: the first pass writes the story with narrative structure, key player highlights, and quarter-by-quarter flow. The second pass fact-checks every stat against the source data, enforces style guidelines, and ensures institutional tone.
Two-pass pipeline: Reporter → Fact-Checker
Every stat verified against source data before publish
Handles overtime, blowouts, and buzzer-beaters with appropriate tone
Scales from 8 simultaneous games to full tournament days
Content safety layer ensures family-friendly, institutionally appropriate language
Published directly to CMS with zero human review
Marist Captures First State Title with Stifling Defense, 44-28 over Benet
CHAMPAIGN— March 14, 2026 · 2 min read
No. 2 seed Chicago (Marist) claimed the Class 4A state championship with a 44-28 victory over top-seeded Lisle (Benet Academy) on Saturday evening at State Farm Center. The RedHawks used a pair of decisive scoring runs to pull away from the Redwings and secure the title.
Benet Academy opened with a narrow 13-12 edge after the first quarter, but the game turned in the second. Marist closed the period on an 11-0 run, holding the Redwings scoreless and taking a 23-13 lead into halftime.
Charles Barnes Jr. led Marist with 13 points, converting all seven of his free throw attempts. Marist's defense held Benet to 28.9 percent shooting from the field and forced eight turnovers while committing only two...
Competitive Intelligence
Quantify What Your Association Already Knows
Every state association makes high-stakes decisions about classification, tournament structure, and postseason assignments — often with limited data and significant pressure from member schools. Our competitive intelligence engine gives administrators a quantitative foundation for those decisions, combining multiple data signals into a unified team strength model backtested across thousands of games.
Competitive Balance Analysis
Is your classification system actually producing balanced postseason brackets? Our model quantifies team strength across the state and surfaces imbalances — sectionals that are consistently tougher than others, classes where the gap between top and bottom seeds is growing, or regions where consolidation is concentrating talent. These are the data points that inform reclassification conversations.
Backtested across 3+ seasons of historical data
Adapts to any sport with win/loss records
Surfaces imbalances invisible to manual review
Exportable reports for board presentations and committee meetings
Quantitative backing for decisions that face public scrutiny
Under the Hood
The engine combines Pythagorean win expectation, schedule-adjusted ratings, tournament seeding data, and head-to-head history into a weighted ensemble — optimized across 2,133+ games over 3 seasons. Weights adapt dynamically based on available data for each sport and classification.
Sectional Balance Report
Class 3A Boys Basketball — Average Team Strength Index
Geographic Intelligence
Population, Proximity, and Enrollment at a Glance
Classification decisions depend on more than enrollment numbers. Our population density tool gives administrators a geographic lens — showing how schools relate to each other spatially, where population centers create competitive pressure, and which areas are underserved or oversaturated. Census data meets school data on an interactive map.
Williamsfield
Williamsfield · B · Enrollment: 95
Pop/School (30mi): 10,369
27 Schools Within 30 mi
Brimfield
Brimfield
Elmwood
Elmwood
Knoxville
Knoxville
Toulon (Stark County)
Toulon
Princeville
Princeville
Oneida (ROWVA)
Oneida
Farmington
Farmington
Radius Rings
Fill Color
Source: ACS 5-Year (2019-2023)
Search any school and instantly see surrounding population, enrollment, and school density
Configurable radius rings (5, 15, 30 miles) for proximity analysis
Boundary vs. non-boundary school classification at a glance
Census-sourced population data (ACS 5-Year) for demographic context
Population-per-school ratios surface enrollment pressure zones
Exportable data for reclassification committees and board presentations
Live Data Systems
From Court to Screen in Milliseconds
Our Game Center platform captures live game data directly from in-arena scoring systems — shot coordinates, play-by-play, box scores, and clock data — and delivers it to fans in real time via Server-Sent Events. The architecture handles the full pipeline from venue floor to browser.
Arena Scoring System
Venue Relay Agent
Cloud Ingress Server
Real-Time Stream
Fan's Browser
Shot Charts
Every made and missed shot plotted on an interactive half-court diagram with player attribution
Live Box Scores
Updated in real time as the game progresses
Play-by-Play Feed
Every action narrated with timestamps and context
Press Row Tools
Dense, information-rich interfaces designed for working media
Multi-Game Dashboard
Monitor every game across a tournament day simultaneously
Shot locations are approximate and based on play-by-play data — actual positions are not available for this game.
Administrative Intelligence
Smarter Assignments, Less Guesswork
Tournament assignment — deciding which schools play at which sites — is one of the most complex and politically sensitive tasks in athletic administration. Our optimization system uses computational algorithms enhanced by AI analysis to find assignments that minimize travel, balance competitive strength, and respect geographic constraints.
Optimization Engine
K-medoids clustering and simulated annealing generate thousands of possible assignment configurations, scored on travel distance and competitive balance.
AI Analysis Layer
Top configurations are evaluated by an AI analyst that identifies red flags, travel outliers, and competitive imbalances in plain English.
Interactive Visualization
Administrators review assignments on an interactive map, comparing current vs. optimized configurations with full statistical breakdowns.
1,000+
Configurations evaluated per run
15-30%
Average travel reduction
Balanced
Competitive strength across sites
Plain English
AI analysis for every scenario
On the Horizon
Where AI Meets Athletics Next
We're actively building the next generation of AI tools for athletic administration.
Automated Content Distribution
Score posting, highlight packaging, and game summaries pushed to channels automatically as games finish — branded for your organization, published in seconds.
In Development
Predictive Administration
Transfer eligibility modeling, enrollment trend forecasting, and scheduling optimization — bringing predictive intelligence to the administrative side of athletics.
In Development
Intelligent Video
AI-assisted highlight clipping from game film, automated thumbnail generation, and smart tagging for searchable video archives.
Planning Stages
Let's Build Something Smart
Whether you need automated content, predictive analytics, or intelligent tournament tools — we've already proven it works.