Weather Labs: Where innovation meets daily life

Introducing Weather Labs, where we transform weather data into practical tools that solve real-world problems, from optimal car washing days to perfect hiking conditions.

by Stephanie Quick, Lead Performance Marketing Manager

What do trail hikers, gardeners, sports enthusiasts and even car lovers all have in common? The weather can be a disrupter of even the best laid plans. That’s where we come in.

Weather Labs is our experimental playground where we explore how weather technology can be used to solve everyday problems. From determining the perfect car wash day to planning a hiking or ski adventure, we’re focused on building innovative tools that make weather work for you.

Getting started

All Weather Labs features are available to registered weather.com users. It’s so easy!

1. Create a free account (or log into your existing one): https://weather.com/signup
2. Explore Weather Labs here: https://labs.weather.com/

Featured experiment: The car wash meter

One of our most popular Labs features helps answer a surprisingly complex question: “When should I wash my car?”

The Weather Labs Car Wash Meter evaluates the next 15 days based on weather conditions and ranking criteria.

How it works

The Car Wash Meter analyzes multiple weather factors to create a daily score, providing clear recommendations from “Perfect” to “Skip” washing conditions. Simply input your location to view today’s recommendation with detailed explanation, plus a 15-day forecast with rankings to help you plan ahead for optimal conditions.

What the system considers

• Temperature: Optimal range of 60-75°F prevents soap from drying too quickly or water spots
• Precipitation forecast: Enhanced 7-day outlook with weighted importance (rain today matters more than rain next week)
• Recent weather: Penalties for wet/slushy roads, but urgency factors for removing corrosive road salt
• Environmental factors: Wind conditions, pollen levels, cloud cover and humidity

More Weather Labs experiments

Okay, if you’re one of our northern or international friends, perhaps you don’t have much need for a Car Wash meter. But you might just have a real need for outdoor tools, vacation planning, wildfire safety, allergy tips and more. That’s where our ongoing Weather Labs experiments come into play.

Outdoor and recreation

Explore tools for:

• Hiking (Trail Day Planner)
• Gardening (Home & Garden Planting Guidance)
• Skiing (Snow Labs, Ski Resort Precipitation Types)
• Golf (Golf Weather)
• Sports venues (MLB Stadium Weather)

Travel and planning

Access specialized insights:

• Frequent fliers (Airport Intelligence)
• Long-term patterns (Historical Climate Data)
• Vacation planning (Best Time to Visit)

Interactive and specialized

Play interactive games and access important safety and historical weather information with more experimental tools from Weather Labs.

Test your reaction skills with weather games like Weather Runner, while staying informed with Wildfire Trackers and Historical Pollen Observations.

The science behind the innovation

Weather Labs experiments combine machine learning breakthroughs with practical applications. Each tool uses comprehensive data analysis to provide actionable insights for your decisions, incorporating everything from professional research to specialized (and meteorologist-approved) environmental factors.

Join the experiment

Weather Labs represents the future of weather technology, including tools that understand weather affects far more than whether you need to pack an umbrella. These innovations are designed to help you make smarter decisions about everything from vehicle maintenance to outdoor adventures.

Ready to explore?

Create your free weather.com account today and discover how Weather Labs can make weather work better for your life. Whether you’re planning a trip, scheduling that long-overdue car wash or just curious about weather patterns, we’re building tools to help you make weather-informed decisions with confidence.