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Lead source check with ChatGPT for removal firms

Upload 6 months of inquiries to ChatGPT and see which lead sites and ads actually turn into booked moves. From about $9£7€8A$13C$13 a month.

At a glance

  • What it costs$9£7€8A$13C$13 a month

  • Worth, in extra profit or time saved in the worked example$200£150€179A$288C$282 a month

  • Pays for itselfIn a few days

  • Sign up and configure; no technical skills neededEasy to set up

Figures come from the worked example below, using its stated assumptions. Tool prices checked . How we check prices

The problem

Removal firms often pay for leads from several places: lead sites, online ads and directories. Each sends inquiries, but some rarely book. If one source costs $399£300€357A$576C$564 a month and brings 1 booked move at $665£500€595A$960C$940 that's $200£150€179A$288C$282 of profit at a 30% margin for $399£300€357A$576C$564 of spend, and without the figures side by side it keeps renewing.

What the AI does

Export 6 months of inquiries from your job system or inquiry log with the source, date, quoted value and whether it booked, and delete customer names and addresses. Add a small table of what each source cost each month. Upload both to ChatGPT and ask for inquiries, bookings, booked value and cost per booked move by source, with a chart. Its data analysis runs the sums in Python, so you can check the method. Full data analysis is on Go (about $9£7€8A$13C$13 a month) and above.

A worked example

A three-van removal firm in Northampton spends about $1,197£900€1,071A$1,728C$1,692 a month across 2 lead sites and online ads. ChatGPT shows one lead site costing $399£300€357A$576C$564 a month brings about 1 booked move a month at $665£500€595A$960C$940.

Before

$399£300€357A$576C$564 a month on a lead site that books 1 move: $200£150€179A$288C$282 profit, so $200£150€179A$288C$282 a month lost

After

That site dropped and the $399£300€357A$576C$564 kept, with the other sources unchanged

What it's worth

About $200£150€179A$288C$282 a month better off, against about $9£7€8A$13C$13 for ChatGPT Go. Dropping a $399£300€357A$576C$564-a-month source that books 1 move at $665£500€595A$960C$940 gives up about $200£150€179A$288C$282 of profit at an assumed 30% margin, so the firm keeps $200£150€179A$288C$282 net.

How to set it up

  1. Export 6 months of inquiries with source, date, quoted value and booked yes or no. Delete names, phone numbers and addresses.
  2. Make a small table of what each source cost each month, from your invoices.
  3. In ChatGPT Go (€8, about $9£7€8A$13C$13 a month) or above, upload both and ask: 'For each source, show inquiries, bookings, booked value and cost per booked move by month. Chart cost per booked move.'
  4. Check one source by hand against your invoices and diary.
  5. Pause the weakest source for a trial month, keep logging the source of every inquiry, and run the check again.

What goes wrong

  • It only works if every inquiry has a source. Ask 'where did you find us?' on every call and form.
  • Some sources bring big moves or repeat business later. Look at booked value, not just the count.
  • Six months can include an odd month, such as a quiet January. Compare like with like.
  • Free data analysis is limited. Go and Plus are personal plans: turn off 'Improve the model for everyone' in Data Controls if you don't want your data used for training.

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Last updated October 17, 2026.