Service Zones
Choose camera views that make the controlled-zone boundary visible to the reviewer.
A vehicle inside a controlled zone can need a quick operational check. StreamVLM™ can surface the camera frame while staff verify access, location, and local procedure.
The Visible Condition
The condition in scope is a vehicle entering, parked in, or moving through a selected restricted area. It is a visible scene detail, not a diagnosis, a conclusion about intent, or an automatic decision.
In StreamVLM™, an authorized operator writes a prompt such as “Alert when a vehicle enters the restricted service area.” The model evaluates selected live frames against that prompt and sends a match, camera, location, and time into the IREX event workflow for human review.
StreamVLM™ runs on a GPU node in the customer instance. Each prompt has its own confidence threshold, alert cooldown, event type, and camera selection.
Explore StreamVLM Prompt Detectors →Where It Helps
Choose camera views that make the controlled-zone boundary visible to the reviewer.
Give operations staff a way to verify scheduled maintenance and approved deliveries.
Escalate only after the vehicle location and local authorization context are checked.
Illustrative Camera Frames
These illustrative frames show the kind of visible condition a prompt can surface. They are not real incidents, deployments, or proof of detection accuracy.
The event gives staff the location and frame to verify the vehicle’s purpose.
A configured camera view helps make the area boundary clear to the reviewer.
The prompt surfaces the visible condition without deciding whether entry was authorized.
From Prompt to Action
Write a concise prompt for a vehicle entering, parked in, or moving through a selected restricted area, then select the cameras and times where the condition warrants attention.
Open the event with its camera, location, time, and available video context. Confirm what is visible before treating the match as actionable.
The authorized team applies the local procedure. StreamVLM supplies a review cue; it does not decide the response.
Limits to Test
This prompt surfaces a visible vehicle in a selected area. Authorization must be checked through the site’s access and operations records.
No. It reports a match to the visible condition in the prompt. An operator reviews the frame and local context before deciding what it means.
Start with representative cameras, define what makes a useful alert, then adjust the camera selection, confidence threshold, and alert cooldown during a camera-specific pilot.
IREX does not publish a universal accuracy figure for this prompt. Image quality, camera angle, lighting, occlusion, and the local definition of a useful alert all affect results.
Start with one clearly bounded service area and an agreed method for checking authorized vehicles before escalation.