Vision Agents / Chat with security cameras (Flagship Product

Argu is cctv analytics you build with a sentence: describe the situation that matters, and an agent watches for it around the clock.

The difference is architecture, not a bigger detector list. The platform combines large language models with visual encoders, so it reads a scene closer to the way a person does: who is present, what they are doing, and whether that matches the rule set for that camera. A competitor's list of forty detection types is a ceiling. Here, the operator writes the forty-first one. Terminal operators run these agents across gate lanes and quay perimeters as part of a wider port security programme.

What is Vision Agents / Chat with security cameras (Flagship Product

Most cctv analytics tools ship as a fixed menu of detectors: person, vehicle, loitering, and little else. This platform works differently. Describe the situation in plain English, the same way you would brief a new guard, and the sentence becomes a live agent in about 30 seconds. One operator built an agent that flags any employee who takes longer than 30 seconds to approach a customer after they walk in, without a developer writing a line of code.

Natural language video search

Search footage the way you would ask a colleague: type what you are looking for and the platform surfaces the matching moments across every connected camera, instead of scrubbing through hours of timeline.

Prompt to live agent in 30 seconds

Type a scenario in plain English and it becomes a running agent in about 30 seconds. No integrator visit, no model retraining, no engineering ticket.

Multi camera orchestration

One agent can watch a rule across every camera on the network at once, correlating what happens at the entrance with what happens at the register instead of treating each feed on its own.

Works on the cameras already installed

Connects to existing RTSP streams, IP cameras and NVRs. There is no camera swap and no new wiring: the intelligence sits on top of the network already in place.

Key Takeaways

These are the core principles that define how Argu approaches every deployment. Our solutions are built to work on your existing infrastructure, require no engineering overhead, and deliver measurable results from day one. Every feature is designed with one goal: giving your team the intelligence to act faster, with more confidence, and without adding complexity.

CCTV Analytics Without the Detector List

A fixed menu of pre trained detectors is replaced with agents defined by the operator, in a sentence, so the system watches for the exact situation that matters on site.

Live Agent in About 30 Seconds

A prompt becomes a running agent in roughly half a minute, a process that used to take an engineering team months to build for a single use case.

No New Hardware

The platform runs on RTSP streams, IP cameras and NVRs already installed, so rollout is a software connection, not a construction project.

Agents, Not a Catalogue

Instead of choosing from a list of pre built detection types, an operator writes the rule in words, and the platform builds the agent around it.

See it in Action

A single prompt becomes a running agent: type the rule, and watch it apply live across every connected camera in the building.

Type a rule in plain English

It becomes a live agent in about 30 seconds

One dashboard covers every connected camera

How It Works

Describe the scenario
Write the rule in plain English, the way you would brief a new employee: what should happen, and what should never happen, in front of a specific camera.
The sentence becomes an agent
A large language model paired with a visual encoder turns the sentence into a live monitoring agent, without writing code or retraining a detection model.
The agent watches every connected feed
Once live, the agent applies the same rule across every camera it is assigned to, correlating events across entrances, aisles or perimeters instead of watching one screen at a time.
An alert arrives in words
When the described situation occurs, an alert explains what happened in plain language, so a duty manager can act on it without reviewing an hour of footage first.
01
02
03
04

Product Advantages

Not a detector catalogue

Forty pre built detection types is a ceiling other vendors sell as a feature. Here, the operator writes the rule, so the system can cover situations no vendor thought to pre train.

Understanding, not just detection

Context matters more than a bounding box: who is present, what they are doing, and how long they have been there. A rule can flag a delivery courier still in the building more than half an hour after arriving, not just anyone carrying a package.

Deploys on existing infrastructure

Connect to the RTSP streams, IP cameras and NVRs already on site. There is no forklift upgrade and no new camera order before the first agent goes live.

Backed by investors who are also customers

Argu closed a two million dollar pre seed round led by Speedrun, the early stage fund from Andreessen Horowitz, with the Port of Miami and Mekorot investing as customers who run the platform themselves.

Related Products in This Industry

Casino Protection

Specialized behavior monitoring for high-stakes environments.

Access Control

Among access control companies, Argu is the layer that makes badge readers and turnstiles you already own enforce policy, not just open a door.

OCR for Ports

Container OCR that reads a container ID, the truck plate underneath it, and the vessel name in one pass, so one camera covers what three checks used to.

Theft & Shoplifting

Argu AI gives loss prevention retail teams a way to catch concealment the moment it happens, not weeks later in a stock count.

Fire & Smoke Detection

AI fire detection that spots a smoke plume anywhere in a warehouse or yard, not only in the small radius a ceiling sensor can reach.

Intrusion Detection

Argu adds perimeter security that understands distance and depth, flagging a fence violation the moment someone starts to climb, not after they are inside.

Monitor & Secure your perimeter today!

Schedule a demo to see the AI agent run on your own footage.

Get a Custom Demo

See how the agent performs on your specific environment.

Join world-class security teams

By submitting this form, you agree to our Privacy Policy. Your data is encrypted.

Seamless Integration With