12 Parks ML-Powered Updated Daily 100% Free Beta

Know Before You Go đŸŽĸ

ML-powered crowd forecasting for theme parks

Data-driven wait time forecasts for Disney and Universal parks. One number — the Wait Time Index — tells you what to expect, so you can plan smarter.

🎉 100% free during beta â€ĸ AI-powered Q&A â€ĸ Updated daily
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12
Parks Tracked
3
Countries
7
Slash Commands
5 min
Live Update Interval
🏰 Magic Kingdom 🌐 EPCOT đŸŽŦ Hollywood Studios đŸĻ Animal Kingdom 🎠 Disneyland đŸŽĸ California Adventure đŸĻˆ Universal Studios Florida đŸī¸ Islands of Adventure 🌟 Epic Universe đŸŽŦ Universal Hollywood đŸ—ŧ Tokyo Disneyland â›Šī¸ Tokyo DisneySea 🏰 Magic Kingdom 🌐 EPCOT đŸŽŦ Hollywood Studios đŸĻ Animal Kingdom 🎠 Disneyland đŸŽĸ California Adventure đŸĻˆ Universal Studios Florida đŸī¸ Islands of Adventure 🌟 Epic Universe đŸŽŦ Universal Hollywood đŸ—ŧ Tokyo Disneyland â›Šī¸ Tokyo DisneySea

Real Commands. Real Predictions.

Instant answers from real data — right in your Discord server.

/today
All parks overview showing WTI crowd levels

All parks at a glance — one command, every morning.

/now
Live wait times for Magic Kingdom

Live estimated actual wait times — updated every 5 minutes.

/crowd
Crowd forecast for a specific park

Detailed forecast for any park, any date.

/best-day
Calendar heat map showing best days to visit

Find the least crowded day — with calendar heat maps up to a year out.

/ask
AI answering a question about park crowds

Ask anything about crowds and wait times — powered by AI and real data.


What You Get

Everything you need to outsmart the crowds — powered by machine learning and delivered to Discord.

📊

Daily Wait Time Forecasts

Every park, every day. Our Wait Time Index (WTI) gives you one number that captures the whole park's wait time level.

đŸŽĸ

Ride-by-Ride Predictions

See predicted wait times for individual attractions. Know which headliners to hit first and which rides will be walk-ons.

📅

Best Day Finder

Pick a park and a timeframe — we'll show you the lowest-crowd days with color-coded calendar heat maps, up to a year out.

🤖

Ask Anything

AI-powered Q&A backed by real data. Ask "Is July 4th a good day for EPCOT?" and get an instant, data-driven answer.

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Live Wait Times

See what's happening right now — estimated actual waits grouped by tier, updated every 5 minutes from real queue data.

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All In Discord

Seven slash commands, zero setup. /today /now /crowd /best-day /ask — everything lives where you already hang out.


12 Parks. 3 Countries.

With more coming soon.

🏰 Walt Disney World

  • Magic Kingdom
  • EPCOT
  • Hollywood Studios
  • Animal Kingdom

🎠 Disneyland Resort

  • Disneyland
  • California Adventure

đŸĻˆ Universal Orlando

  • Universal Studios Florida
  • Islands of Adventure
  • Epic Universe

đŸŽŦ Universal Hollywood

  • Universal Studios Hollywood

đŸ—ŧ Tokyo Disney Resort

  • Tokyo Disneyland
  • Tokyo DisneySea

How It Works

1

Years of Data

We ingest millions of historical wait time observations from every park, every day.

2

Machine Learning

XGBoost models trained per-attraction learn seasonal patterns, day-of-week effects, and park-specific trends.

3

Daily Forecasts

Fresh predictions every morning. Updated with yesterday's actuals. Delivered to your Discord.


Built by a Theme Park Data Nerd 🎡

I'm Fred Hazelton — an independent data scientist and former analyst at TouringPlans, where I spent years building theme park wait time predictions. Now I'm building the next generation of crowd forecasting tools on my own.

Theme Park Crowd Report is in open beta. Join the Discord to get access, give feedback, and help shape what we build next.

📡 Data Sources

Our models are trained on a variety of data sources — but the models, techniques, and predictions are entirely our own.

Big thanks to TouringPlans, Queue-Times, and Thrill-Data for making great theme park data available.

Ready to plan smarter? đŸŽ¯

Join the Discord for free beta access.

Join the Discord