Winter Road Insights
Smarter road maintenance with real time data from connected vehicles.
What is Winter Road Insights?
Winter conditions naturally pose a unique set of challenges. This is where Winter Road Insights (WRI) by NIRA comes in. WRI is a connected vehicle–based road condition monitoring system that continuously measures road surface conditions, accessibility, and safety during winter. Using anonymized and aggregated floating car data from more than two million vehicles, WRI identifies where roads are slippery, wet, cold, or exposed to changing friction conditions across entire road networks.
The system provides real-time insights and live network status updates that support effective winter maintenance planning, follow-up of performed measures, and validation of operational quality. WRI enables safer roads, optimized resource allocation, and cost-efficient winter operations for road authorities, operators, and contractors.

The four components for winter maintenance in Winter Road Insights:
Strategic Support
Situational Awareness
Slipperiness Alert
Mobile RWIS
Key capabilities of Winter Road Insights
- Real-time friction monitoring.
- High geographical and temporal coverage.
- Scalable data from millions of vehicles.
- Integration with existing road management systems.
- Predictive and reactive decision support.
- Automatic data collection with no additional measurement effort.

Who benefits from Winter Road Insights?
Winter Road Insights turns winter road data into actionable insight for decision-makers across the network:
- Road authorities – Strengthen oversight of winter operations with objective, network-wide performance data.
- Road operators and maintenance contractors – Improve responsiveness and accountability with reliable, time-critical decision support.
- Municipalities – Support long-term winter strategy with measurable performance tracking and seasonal insights.
- Infrastructure managers – Support long-term winter strategy with measurable performance tracking and seasonal insights.

Use cases: When Winter Road Insights makes the difference
Get real-time visibility of slipperiness, wetness, and surface temperature across your entire road network to prioritize actions and allocate resources effectively.
✅ Targeted salting and snow removal
Identify exactly where friction is decreasing or conditions are deteriorating to avoid unnecessary treatments and reduce salt usage.
✅ Quality assurance and validation
Measure the outcome of performed winter maintenance actions and validate service levels using continuous, large-scale road condition data. Track KPIs, analyze historical trends, identify slippery-prone areas, and refine long-term winter road strategies with confidence.
Road Insights - a powerful tool for gathering actionable insights of your road network
What makes NIRA’s connected vehicle data unique?
- Measured in 25-meter segments.
- Reflects real-world conditions as experienced by road users.
- Friction measurement at an unprecedented scale and quality.
- Used across both the automotive and infrastructure domains.
How to access NIRA’s data
Custom Analytics: Through our experts in data science.
Via API Integration: Seamlessly integrate our data into your own systems using our robust APIs. Get the insights you need, where you need them.
Through Road Insights: Access our user-friendly tool, Road Insights, designed to provide actionable insights and simplify road maintenance planning.
With our Partner’s winter management systems: Utilize our data through leading third-party systems for winter maintenance.
Winter Road Insights - In less than a minute
Deep dive into our additional resources on road maintenance
Winter Road Insights is already live with:








