Smart Traffic & Urban Mobility
Intersections That Think. Cities That Breathe
Reduce CO2 emissions and eliminate dead seconds with industrial-grade AI for adaptive traffic control.
MarshallAI provides edge intelligence for modern Intelligent Transportation Systems (ITS), turning standard intersections into data-driven hubs.
Adaptive Traffic Signal Control (ATSC) – Eliminate “dead seconds” by adjusting green lights based on real-time vehicle and pedestrian density.
Real-time Traffic Signal Optimization – Reduce urban congestion and hit municipal sustainability targets.
Active Travel Prioritization – Detect and prioritize cyclists and pedestrians to improve urban safety and encourage green mobility.
Harsh Weather Reliability – Proven performance in Finnish winters; maintain 99%+ accuracy in heavy snow, fog, and low-light conditions.
CO2 & Emission Reduction – Lower idling times by up to 25%, directly contributing to municipal carbon neutrality goals.
Edge Processing – Ultra-low latency actuation with strict data privacy; process video feed entirely on-site.
Field proven, secure and accurate
Sustainable ROI
Reduce congestion-related economic loss while hitting environmental targets through optimized flow.
Sovereign & Secure
GDPR-compliant by design. Numeric data only. Our air-gapped systems process everything locally at the intersection.
Near instant actuation
Direct integration with Swarco and Yunex controllers via NTCIP and other industrial protocols.
Infrastructure Agnostic
Use your existing IP camera infrastructure or deploy our turnkey “box” with pre-integrated sensors.
Classification
Simultaneously classify cars, heavy freight, buses, cyclists, and pedestrians with a single sensor.
Proven solutions for urban mobility
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Actuating Physical Infrastructure: How MarshallAI Achieved 99.8% Reliability in Harsh ConditionsDiscover how MarshallAI’s edge vision flawlessly tracks complex objects in extreme conditions, achieving a 99.8% pedestrian detection reliability rate while safely triggering physical infrastructure controllers in real-time.
Smart cities Traffic management
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Smarter intersections, fewer emissions: MarshallAI and AI4CitiesMarshallAI is proven in critical systems and continuous operation. Deployed in Helsinki and Paris, our deep learning platform autonomously controlled live infrastructure to reduce emissions by up to 8%.
Smart cities Traffic management
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Upgrading Legacy Infrastructure: Crowd Analytics & Security Without Cloud DependencyLearn how we utilized Särkänniemi theme park’s existing camera infrastructure to process live video on a closed-loop local area network – enabling security and crowd flow analytics while maintaining privacy.
Security Smart cities
Urban intelligence: From video feeds to ground truth
Stop guessing. MarshallAI provides the high-fidelity data city planners need to justify infrastructure investments and reach sustainability targets. Our edge-based analytics transform standard camera feeds into anonymized, actionable intelligence. GDPR-compliant by design.
Multimodal Modal Share (Split) – Real-time tracking of the ratio between cars, heavy freight, cyclists, and pedestrians.
Turning Movement Counts (TMC) – Precise entry/exit flow mapping for optimizing complex intersections.
Safety & Near-Miss Detection – Identify high-risk conflict zones between vehicles and vulnerable road users before accidents occur.
Pedestrian Desire Lines – Heatmap actual walking paths vs. designated sidewalks to guide urban redesign.
Queue & Delay Metrics – Measure “dead seconds,” wait times, and bottleneck lengths at the point of need.
Asset & Lane Utilization – Monitor the efficiency of bus lanes, HOV lanes, and dedicated cycling paths.
Environmental Impact Modeling – Correlate idling times with CO2 emissions to track progress toward carbon neutrality.
Adaptive Traffic Signal Control (ATSC)
Go beyond fixed-timer cycles. Our platform enables true Adaptive Traffic Signal Control (ATSC), optimizing green-time allocation based on actual demand.
Native integration with the ecosystem you already use
We don’t believe in “vendor lock-in.” MarshallAI is built to be the “brain” of your existing infrastructure. Our software integrates natively with Milestone XProtect and Genetec for visualization, and communicates directly with Swarco and other major traffic light controllers.
Built for the street
Urban environments are unforgiving. Our REID4 Edge Devices are housed in IP66-rated, climate-controlled enclosures designed to run 24/7 in extreme temperatures. With redundant UPS power and secure 5G/LTE failover, your traffic intelligence stays online even when the grid fluctuates.
Solar powered solutions are available.
