Business ops

Store Camera AI Said 13 Customer Approaches, Claude Code Checked the Footage: Only About 5 or 6 Were Real

  • Level Intermediate
  • Setup1–3 hrs (estimated)
  • Evidence Some evidence
  • CostNot stated in source
  • No-codeNo
Claude CodeSource-linked

What they did

He runs tech for two retail chains. Their store camera AI counted 13 times a seller walked up to a customer in one day. He had Claude Code check each one against the recording: about 5 or 6 were real, about 4 or 5 were false, and the rest couldn't be told. The metric was off by roughly half and looked fine on the dashboard. Next, every visit gets a simple yes/no 'approached' mark so any single one can be opened and checked.

How it went

X post by @sysrootix (Oct 30, 2026 UTC): camera AI counted 13 approaches; footage review found about 5-6 real, 4-5 false, rest unclear. Camera footage of staff and customers has privacy rules. Check local law before using it this way

Worth knowing

  • X post by @sysrootix (Oct 30, 2026 UTC): camera AI counted 13 approaches; footage review found about 5-6 real, 4-5 false, rest unclear.
  • Camera footage of staff and customers has privacy rules. Check local law before using it this way.

Prompt

Cleaned version rewritten from the source — not a direct quote.

Our [dashboard/system] reports [metric] from [camera/sensor/log data]. Take a sample of [number] counted events and check each one against the raw source ([recordings/logs]). Mark each real, false or unclear, and give me the error rate. Suggest a simple way to label each event so a person can spot-check it later.

Recommended

Try it in Grok Bot

Grok Bot can do this too: give it a sample of event logs and clips and ask it to grade each one.

  1. Copy the prompt (button below).
  2. Open Grok Bot chat and paste it. Replace any [bracketed] placeholders.
  3. Connect the listed tools (as needed) as connectors when Grok Bot asks.
  4. If the task repeats, ask: "Make this a daily routine."

Alternatives: the same prompt works in Claude Code, Claude, ChatGPT Agent, OpenClaw.

Set it up

Stack: Claude Code

  1. Read the original source for full context.
  2. Connect the tools your agent needs.
  3. Paste the prompt and replace [bracketed] placeholders.
  4. Run once manually and check the output before scheduling it.

Generic suggested steps, not from the source.

Evidence

X post by @sysrootix (Oct 30, 2026 UTC): camera AI counted 13 approaches; footage review found about 5-6 real, 4-5 false, rest unclear. Camera footage of staff and customers has privacy rules. Check local law before using it this way

Source: X · 2026-10-30 · Verified by us: not yet · Report broken or outdated

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