People Counting

Personnel tracking, entry/exit monitoring, and density analysis.

Count individuals, groups, and specific categories using plain language instructions. No pre-labeling, no dedicated hardware.

What is People Counting

At Argu.ai, we pioneered the shift to Vision Agents. By combining Large Language Models (LLMs) with visual encoders, we built a system that understands the world the way humans do through context and language.

Real-Time Occupancy

Live headcount across all zones. Set capacity thresholds and receive instant alerts when limits are approached or exceeded.

Group-Aware Counting

Define what counts as a unit in natural language. A family, a crew, a delivery team — the system counts what you actually need to count.

Custom Category Queries

Count by attribute: clothing color, carried items, entry time window. No pre-labeling required.

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.

Attribute-Level Queries

Count by color, category, or behavior — not just body count.

Group Detection

Count families and crews as single units when needed.

High-Density Accuracy

Maintains accuracy in crowded, overlapping environments.

See it in Action

Watch the system count individuals, groups, and specific categories simultaneously across a high-density environment.

Family of 3 enters — counted as 1 group unit per operator instruction

Custom query: Count buses with Coca-Cola ads — system isolates and counts only matching vehicles

Live occupancy counter reaches threshold — automatic capacity alert fires

How It Works

Connect Your Cameras
Works with any existing camera at entrances, exits, or open areas. No dedicated counting hardware needed.
Define Your Scenario
Specify what to count in plain English — individuals, groups, or specific categories. Set capacity thresholds.
Get Alerts, Insights and Reports
Receive live occupancy data, threshold alerts, and historical traffic reports for operational planning.
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Product Advantages

Attribute-Level Queries

Count by clothing color, carried items, or vehicle type. Not just body count — meaningful categories.

Group-Aware Counting

Define counting units in natural language. Count families, crews, or delivery teams as single units.

High-Density Accuracy

Maintains counting accuracy in crowded, overlapping environments where traditional systems fail.

No Pre-Labeling

No need to configure detection categories in advance. Describe what you need and count it immediately.

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