Industries · Automotive
Automotive demand generation is sophisticated. What happens after the enquiry usually is not: a lead goes to a dealer, the dealer calls when they can, and the customer has already booked a test drive with whoever rang first. This is a sector we know from the inside.
Test drives, service bookings and a dealer network answering the same questions all day.
What this sector loses today
Four patterns that recur across this sector. If two of them are recognisably yours, there is a costed answer — and it is usually smaller than the programme you were being sold.
National media spend converted into leads that go cold at the last mile.
Workshop capacity left unfilled while customers wait on hold.
A brand experience that varies by whoever picked up the phone.
Marketing measured on leads delivered rather than on vehicles sold.
What changes
These are properties of the architecture, true from the day it goes live. We baseline the numbers underneath them before we build, so the delta is measured against your own starting point rather than against an industry average.
Applications
Each of these is a defined build with a number against it, delivered by one of our five services. They can be scoped and bought individually.
Answers on variants, features, colours, finance and availability from approved material, then books the test drive into the dealer’s diary while the customer is still interested.
The number that moves
Enquiry-to-test-drive rate · time from enquiry to booking
Books, confirms and reminds on WhatsApp and voice, offers released slots, and captures the after-hours demand the workshop desk never sees.
The number that moves
Workshop utilisation · after-hours bookings · no-show rate
Every enquiry qualified and routed with context attached, with response-time visibility back to the OEM rather than a black box.
The number that moves
Dealer first-response time · lead-to-sale attribution
A retrieval agent over approved specifications, finance schemes and offers, so the answer is the same in every city and cites its source.
The number that moves
Answer consistency · escalations to the OEM desk
Structured specifications, locations and offers, so AI engines name your models correctly when a buyer asks them to compare.
The number that moves
Share of voice in AI answers · qualified enquiries from site
What we would build first
Doing these in the wrong sequence is the most common reason AI work in this sector stalls. This is the order we would argue for, and the diagnostic is where we test it against your actual numbers.
Instrument dealer response time, then put an agent in front of it. This is where nationally-funded demand is actually being lost.
Booking, reminders and released-slot recovery. Less glamorous than sales and usually a faster payback.
One retrieval layer over approved product and finance material, available to every dealer and to the customer directly.
Before your risk function signs
In this sector the review is the schedule. We design for these from the first architecture session rather than retrofitting them when the security questionnaire comes back.
Questions we get in this sector
That is the normal case, and it is why response-time visibility matters as much as the agent does. The agent handles the customer immediately on the OEM channel and hands a qualified, context-attached enquiry to the dealer — while giving you a measured view of what happens next, which most OEMs do not currently have.
Indicative bands from approved material, and anything firm goes to a person. Finance in particular is a regulated conversation in most markets, and we design that boundary in rather than assuming the model will be careful.
Faster than the network rollout, which is usually the real constraint. The agent itself is typically live in one to two weeks; getting approved product and finance material signed off, and agreeing response-time expectations with dealers, is what sets the actual date. We plan backwards from that rather than from our own build.
Put a number on it
Four lines. Most people can fill in the first and not the rest, and that gap is usually the whole problem. The blanks are deliberate — they are your numbers, not an industry average we invented. We complete it with you on the call.
Most OEMs can fill in the first line and none of the others. That gap is the entire problem, and it is measurable within a week.
Free live demo
And the part OEMs never get: a measured view of how long the dealer actually took to respond.
Variants, features, colours, finance bands — from your approved brochure — ending in a booked slot.
Call it. Book a service. Then call back after hours and book another. The workshop demand you currently cannot see.
A live view of enquiry-to-contact across the network. Uncomfortable, and the most valuable thing in the demo.
The same finance question asked of three dealers, answered identically and correctly, with the source cited.
What does the work
Tell us the one thing that is costing you most, and we build it on your own material within 48 hours. Free, yours to keep, and the fastest way to find out whether any of this applies to you.