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Sell footfall counting to independent shops with an AI camera that stores no images

Big retailers know how many people walk in every hour; independent shops know their till total and nothing else. A £200 box of AI over the door counts people in and out, throws every frame away, and leaves the owner a weekly heatmap of busy and dead hours. Build the counter, the privacy pack the shop needs, and a 30-day pilot that turns into a monthly fee.

210 minAdvancedTools: Hardware around £150 to £250 per shop, software free and open sourceStep 1 free
A people counterYOLOX detection, ByteTrack tracking and a line-crossing count, running on CPU
Privacy by designframes processed in memory and overwritten, only numbers written to disk
A weekly summary pagevisitors per hour, busiest and quietest times, conversion from till data
  • A deployable box: a mini PC or Raspberry Pi 5 that starts the counter on boot
  • A business kit: parts list, pricing and payback calculator, privacy pack, pilot offer and scripts
Before you start
  • A small PC: Intel N150 mini PC with 16GB RAM (around £150 to £200), or a Raspberry Pi 5 8GB kit (around £110 to £130) for one door
  • A camera with an RTSP stream: many shops already have one, or a Tapo C120 (around £30 to £40) or a PoE camera (around £50 to £70)
  • Python 3.11 to 3.13 and basic terminal skills: Terminal survival kit
  • For practice: any laptop and a short video of people walking
01/08What shops buy: the numbers behind their till total0 done
STEP 01 of 08~15 min

What shops buy: the numbers behind their till total

Know exactly what you're selling before you build it: decisions, not a camera.

  1. A shop owner knows they took £1,400 on Saturday. They don't know if that was 400 visitors buying a little or 150 buying a lot. That gap hides the most useful questions in retail: are we understaffed at lunchtime? Did the window display bring people in? Is the late Thursday opening worth it? Why do Sundays convert so badly? Footfall answers them, and almost no independent shop has it.

  2. What you delivera small computer and a camera above the entrance that count people in and out every 15 minutes, a weekly one-page summary, and a short monthly note with one recommendation. The shop pays a setup fee and a monthly fee.

    A weekly footfall summary for a sample café: 902 visitors, busiest day Saturday with 194, peak hour Saturday 13:00, and an hour-by-day heatmap with daily totals and conversion rates
    The deliverable: generated by the kit's weekly_report.py from a sample week of counts and till totals.
  3. Who buys itIndependent cafés, bakeries, gift shops, bike shops, garden centres, pharmacies, opticians, gyms, small museums and visitor centres. Best of all: owners with two to five sites, or a charity shop area manager, because they can compare shops for the first time.

    Careful
    • What it takes. Capital: around £150 to £250 of hardware per shop, often recovered in the setup fee.
    • Skills: you'll run Python on a small Linux or Windows box, set up a camera stream, and keep a handful of devices healthy.
    • Hours: about 3 hours to install a site, then around an hour a month per site for checks and the monthly note.
    • Insurance: public liability for working on premises and professional indemnity for advice.
    • Time to first customer: commonly a few weeks, through a free 30-day pilot.
    • Who this suits: someone technical who likes talking to shop owners, enjoys tidy installs, and wants a recurring-fee business that grows one high street at a time.
  4. Everything is in the kit: Download the kit. The counter, the weekly summary script, a sample week of data, a boot service file, the parts list, a pricing and payback calculator, the privacy pack, and the pilot offer and scripts.

✓
CheckpointYou've named five shops within a short walk of you that would get something from knowing their footfall.
If it breaksCan't shops just buy a door counter?
Can't shops just buy a door counter?
They can buy a beam counter, which counts beam breaks: two people side by side count as one, and in versus out is a guess. Commercial camera counters exist but are sold to chains with contracts. You offer the camera method with a person who explains the numbers, at a price an independent can say yes to.
Still stuck? Ask the community
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