Vision-Language Model-as-a-Service, Built for Real-World Insights
An API-first service that turns video into actionable insights, powered by NVIDIA’s Cosmos-Reason-1B.
Our VLM is fine‑tuned on compliantly sourced real‑world video data
We fine‑tuned NVIDIA’s Cosmos‑Reason1‑7B on authentic traffic scenarios. The result: higher accuracy and relevance in complex road environments, fewer false positives, and insights your operators can trust.
Accuracy in challenging scenes
Robust to weather & lighting
Alert noise and false positives
Compliant, auditable sourcing
VLM-aaSVLM-as-a-Service (VLM-aaS)
API‑based service to process and summarize traffic video. There’s no direct upload interface—create an API key, connect via our XProtect Smart Client plugin or your own application, and view results inside your tools. Monitor usage and set quotas from your dashboard.
Unlock the power of VLM - without the upfront costs: Skip the delays of procurement and setup—get started immediately.
Exclusive Real-World Data: Our VLM is built on unique, fixed-camera datasets specializing in traffic scenarios you won’t find anywhere else.
Traffic Insights: From assessing traffic flow to validating alerts like accidents or road hazards, our high-performance VLM helps you prioritize action.
How to integrate?
Sign up and subscribe (waitlist open now).
Create an API key and (optionally) set quotas.
Connect via your own application.
Send video references & tasks; receive summaries and metrics.
Review inside your existing interface—no new UI for operators.
curl -H "Authorization: $API_KEY" -F file=@sample.mkv https://api.mdi.milestonesys.com/api/v1/assets
curl -H "Authorization: $API_KEY" -d '{"messages":[{"role":"user","content":[{"type":"text","text":"Write a summary of the provided video."},{"type":"asset_id","asset_id":"asset-id-here"}]}]}' https://api.mdi.milestonesys.com/api/v1/chat/completionsCurrently supported traffic use cases
Traffic Flow AssessmentMonitoring and analysis of traffic movement and congestion.
Visibility AnalysisAssessing visibility conditions for road safety.
Weather Impact EvaluationReal-time analysis of weather effects on traffic.
Road Surface AssessmentEvaluation of road conditions for safety and performance.
Anomaly Detection and AnalysisIdentifying and assessing irregular traffic events or behaviors.
Automated Incident ReportingGenerating reports from video data.
Maintenance TrackingOverview and tracking of maintenance activities and schedules.
Business Intelligence ReportingCompiling traffic performance and metrics reports.
Watch the overview
A 90‑second walkthrough of VLM‑aaS and traffic applications.Ready to use the best VLM?
