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← Case studies · AI audit · Automotive · 14 days

A car dealer sitting on $362,730 a year, most of it revenue nobody was chasing

IndustryAutomotive dealer with in-house financeTeamOwner-led: three car buyers, one finance brokerAuditedMay 2026Audit length14 daysFindings75 findings
$0

waste priced, per year

$114,000

largest single leak

20.4h

of busywork, every week

Would I say that they are being contacted within the first five minutes? I'd say 9 out of 10 are not.
Owner · automotive dealer with in-house finance
01What we walked into

An automotive dealer that helps people buy a new car, sell their current one and finance the purchase. Two sides to the business: car buying, run by three full-time car buyers, and an in-house finance brokerage run by one broker. Owner-led and pushing to scale, with their own web platform and a CRM sitting on top for the customer journey. Here is the honest bit: the business worked, but it was not yet profitable, and the owner knew it. He wanted a straight answer on where the money was leaking.

Leads came in through the website and referral partners, and staff spent their days chasing them by phone, quoting each deal by hand, then drowning in post-sale admin. Every delivered car meant an invoice made by hand, a purchase order chased by hand, and payment routed by hand between customer, dealer and broker. The owner was still raising invoices himself. On top of that he was buried in AI hype from podcasts and big names, and what he actually wanted was an honest read on what was real and what was noise.

02Where the money was going

Findings & waste analysis

Automotive dealer with in-house finance · audited May 2026

  • Around 60 web leads a month tick yes to finance, and only 1 to 2% ever complete the application$114,000/yr
  • Of roughly 30 referral partners, only about 15% send referrals consistently. The rest sit idle$105,000/yr
  • Sub-5% web conversion while competitors do better$90,000/yr
  • Zero retention or referral outreach to past buyers$18,000/yr
  • The finance broker phones 95% of finance leads to fill in their applications by hand$12,249/yr
  • The finance broker reads roughly 20 lender guideline documents every month$8,749/yr
Total priced$362,730/yr

figures verbatim, in the client’s own rates · names removed

Around 60 web leads a month tick yes to finance, and only 1 to 2% ever complete the application$114,000/yr
Of roughly 30 referral partners, only about 15% send referrals consistently. The rest sit idle$105,000/yr
Sub-5% web conversion while competitors do better$90,000/yr
Zero retention or referral outreach to past buyers$18,000/yr
The finance broker phones 95% of finance leads to fill in their applications by hand$12,249/yr
The finance broker reads roughly 20 lender guideline documents every month$8,749/yr

The audit surfaced 75 findings across four areas of the business, with $362,730 a year of quantified opportunity and 20.4 hours a week recoverable. Most of it was revenue nobody was chasing. Around 60 web leads a month ticked yes to finance, and only 1 to 2% ever completed the application. Of roughly 30 referral partners, only about 15% sent referrals consistently, the rest sat idle. Web conversion sat under 5% while competitors did better. And retention? In the owner's own words, zero.

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03The turn

How it ran before

  • Around 60 web leads a month tick yes to finance, and only 1 to 2% ever complete the application
  • Of roughly 30 referral partners, only about 15% send referrals consistently. The rest sit idle
  • Sub-5% web conversion while competitors do better
Audited May 2026

The blueprint we handed over

  • puts a voice agent on the front door so every new web enquiry gets a call within 30 to 60 seconds, including the after-hours window nobody was covering, then hands the warm ones to a human.
  • takes the post-deposit admin off the sales team: purchase orders auto-confirmed, dealer invoices chased on time, payments routed, invoices generated.
  • gives the finance broker an AI matcher that reads the monthly lender documents and returns a ranked shortlist for each deal.
04The deliverable, redacted
Findings sheet rebuilt from this audit's data, client details removed

This audit's findings, laid out as the client received them, names removed. The full deliverable maps every process, prices every leak, and ends in a build plan in priority order.

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05How the 14 days ran
Day 1

Kickoff

Days 2–9

Team sessions, every handoff mapped

Days 10–13

Every leak priced in their rates

Day 14

Findings + blueprint, live

If you're going to ask me, do I have any retention? Zero. And that should be a part of the marketing.
Owner · automotive dealer with in-house finance

None of this was visible from the owner’s chair.

Found by mapping the operation person by person, and pricing what came up. Same method, your rates: 3× the fee in findings, or the audit is free.