Waypoint TelemetryWaypoint Telemetry

Skiing & Winter-Activity Analytics

Measure winter trail and terrain use in conditions that defeat infrared counters — all-weather detection that keeps counting through snow, glare, and cold.

Questions We Answer

How many skiers use this terrain?

When are the peak ski days?

How do snow and weather affect usage?

How does winter use compare across seasons?

What We Measure

Winter activity counts

Count Nordic skiers, snowshoers, and fat-bikers reliably.

All-weather detection

Validated accuracy through snow, glare, and low light.

Peak-day insight

Identify the conditions and days that drive winter use.

Seasonal comparison

Compare winter activity year over year.

Planning & Operations Applications

Winter Recreation Monitoring

Traditional counters struggle in exactly the conditions that define winter recreation — snow accumulation over the sensor, blowing snow, extreme cold, and seasonal infrastructure that can't be left in the field. The result is that winter use, the hardest season to staff and the most expensive to groom, is also the least measured. Waypoint was deployed successfully through a full Minnesota winter, capturing activity in the conditions that defeat infrared beams.

Captured reliably in winter:

  • Activity through snow, glare, and cold
  • Peak-day and condition-driven demand
  • Directional travel on loops and trails
  • Season-over-season comparison

That means agencies can finally put a defensible number on winter demand instead of estimating it from a few good-weather observations.

Measure Winter Activity Types

Winter trails rarely serve one user. Cross-country skiers, snowshoers, walkers, and fat-bikers share the same corridors at different times and place different demands on grooming and tread. Classifying each activity separately shows what the trail is actually being used for — not just that something moved through the snow.

Tracked distinctly:

  • Cross-country skiing
  • Snowshoeing
  • Winter walking
  • Fat biking

Grooming & Seasonal Operations

Grooming, staffing, and trail openings are among the most weather-sensitive and costly decisions a winter operation makes. Knowing which days and conditions actually drive use lets managers align grooming passes and staffing with real demand instead of the calendar.

  • Align grooming with demand
  • Staff peak winter days
  • Prioritize trails and seasonal investment

Metrics We Capture

Every metric below is derived from image-validated detections — exportable and auditable, not modeled estimates.

Winter activity counts
Activity mix
Peak-day demand
Directionality
Weather-correlated usage
Seasonal comparison

From Raw Image to Real-Time Insight

Solar-powered field stations capture imagery that our AI turns into clean, classified detections in seconds.

AI detection result showing skier counting and classification