People Counting: what is it & how to choose a people counter

One-page guide for retailers, attractions and venues. Understand people count sensor technology, commercial ROI, and follow an 8-step checklist to pick the footfall sensor that fits your space, budget and data requirements.

Store CCTV view with AI people-counting overlay."

People Counters in 90 Seconds

People counting is the automatic measurement of how many people enter, exit or move through a space. You’ll also hear it called footfall counting, foot-traffic analysis or visitor counting.

Modern systems pair AI vision sensors with POS, ticketing or building-management data so you can calculate:

Foot traffic

Total entrants

Conversion rate

Buyers ÷ entrants

Dwell time

Exit time – entry time

Real-time occupancy

Entrants minus exits, rolling

Based on these continuous footfall counter KPIs, you can adjust staffing, monitor the impact of marketing spend and set capacity safety limits— often driving RoI in a matter of days.

How a People Counter Works

Hoxton Ai Senso Installation Process

Setup and Detect

Sensors at the doorways or thresholds create a virtual line or zone.

Clothing store view with AI people-tracking overlay

Classify

AI will blur out any personal data, then track the 'blurs' across the line or zone.

Footfall and people count dashboard on laptop

Aggregate data

Store traffic counts are batched every few seconds for real-time dashboards.

Image of people counting data dashboard

Enrich and integrate

POS or ticket scans, staffing rosters, weather and events can be over-laid to show cause-and-effect

Footfall Sensor Technologies Compared
Anonymising AI camera
95 – 99 %
Bi-directional  footfall counts, anonymised, low-light tolerant
Needs PoE & network
Retail, attractions, venues
Thermal array
85 – 95 %
Works in  total darkness
Limited analytics; pricey
Cinemas,  outdoor gates
Infra-red beam
50 – 70 %
Cheap,  quick install
Double-counts objects, no direction
Washrooms, outdoor stalls
Wi-Fi/Bluetooth probe
50 – 60 %
Counts  through walls, large radii
Misses most devices, counts anyone walking past so poor accuracy.
Malls, campuses
Existing CCTV surveillance camera
60 - 90 %
If positioned directly above door pointing down, can be as accurate as dedicated devices.
Usually placed at oblique angles, which makes them less accurate, limited analytics and integrations as primarily for surveillance.
Malls, stadiums

Use-Cases by Sector

People walking through a modern furniture showroom.
Hoxton Convert

Retail & F&B

Match foot-traffic data to POS for in-store conversion rate.

A/B-test window displays, promotions and staffing rotas to drive sales and manage operations.

People standing at a ticket counter inside a building with a large 'TICKETS' sign above.
Hoxton Venues

Attractions & Leisure

Live occupancy dashboards for compliance and people flows.

Use the data for ticketing (pricing and allocation), capacity management and safety, and staff allocation.

Store CCTV view with AI people-counting overlay."
Hoxton Labs

Transport & Other

For long distances and outdoor counting, 3D realtime mapping and visitor traffic representation.

Use the data as a KPI or to automate processes in smart buildings.  

How to Choose the Right People Counter: 8-step checklist

1

Consider traffic flow needs

List each entrance, exit and internal zone you'd like to measure. High-volume doors need the most accurate people count sensors.

2

Set accuracy targets

Retail conversion analytics will need ≥ 96 %
Realtime occupancy will need >98%

3

Check integrations

Confirm the traffic counting system can push data into your point of sale system, business intelligence platform or BMS via REST API or direct integration.

4

Review compliance

Ensure compliance with local laws. For example edge anonymization and no PII storage to keep you inside GDPR or CCPA.

5

Calculate 3-year TCO

Include Hardware and SaaS costs. Compare against projected conversion uplift or improved resource usage.

6

Live accuracy audit

It is essential to calibrate the footfall counter using remote accuracy service. If this is not available, use manual clickers for at least two peak hours.

7

Check SLA & support

Look for automatic firmware and software updates, uptime agreements and the overall quality of the support team.

8

Get trial terms

Trialling is important ensure the product does what it says it does, it might even be better to trial multiple solutions simultaneously.

Implementation Timeline: Trialling

After choosing a people count solution, it's time to proceed with a trial to verify the installation process and data quality of the product. A 14 day trial should be sufficient and will typically follow the timeline below.

10 minutes

Scope entrances, research networking and power

20 minutes

Install footfall counter, set up cloud dashboards, run accuracy audit

40 minutes

Integrate POS / ticketing / BMS feeds and see the people count data coming through

Day 2-5

Train  staff, publish live data reports, assign and automate alerts

Day 5-14

Review  ROI and roll out to remaining sites

FAQs

Explore our frequently asked questions about people counting and conversion rates to better understand the HoxtonAi cloud platform features.

Is footfall counting the same as people counting?

Yes—footfall sensors, foot traffic sensors and visitor counters are interchangeable. The sensors and KPIs are identical.

What  factors matter most when selecting a system?

Doorway layout, required accuracy, data integrations, privacy compliance, and total cost of ownership. Follow the 8-step checklist above.

How  accurate are AI overhead sensors?

99% in lab tests and c. 98% in live environments which is accurate enough to provide realtime occupancy within the space, and is multiples more accurate than IR beams or battery powered devices.

Will GDPR or CCPA be an issue?

HoxtonAi people count sensors anonymise images on-device and don't store any images, so no PII is saved or even ever leaves the camera. It was built with privacy-by-design principles to satisfy major global privacy laws.

Can staff be excluded from counts?

This is technically available but would be a custom order. In our experience the current technologies that can achieve this require a higher level of maintenance and service to ensure accuracy.

Do I need POS integration?

Not strictly, but adding sales data unlocks conversion insights and typically triples ROI. HoxtonAi integrates directly with Shopify, for example.