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Automotive analytics Who asks for a test drive, shows up, and orders?

The automotive template runs from model view through quote request, test-drive booking, test drive and order to delivery and service booking. OEM sites, dealers and used-car platforms share it; model and dealer are properties, the sales advisor is a group.

  • Model and configurator interest
  • Test-drive show rate by dealer
  • Service return funnel over 12 months
app.tapcub.com
DashboardsAuto retailLast 12 monthsFilterExport

Quote requests

3,214

▲ 9.1%

Test-drive show rate

48%

▲ 2.8 pts

Deliveries

186

▲ 11.4%

Delivered value

$6.2M

▲ 13.0%

Quotes and orders

Quote requestsOrders
JanMarMayJulSepNov
Sample data
The problem

Three blind spots between the model page and the showroom

Interest without quotes, bookings without visits, and a service department nobody measures.

Model interest without intent

Views and configurator sessions are high; quotes are low. quote_request with model_id turns interest into a rate per model.

Watch: Quote rate

Test drives booked, not driven

A booking from the site and a drive that happened are different events. test_drive_done from the dealer closes the gap.

Watch: Test-drive show rate

Service is a separate world

Delivered customers vanish from marketing. service_booked and service_done bring them back as a funnel with revenue.

Watch: Service bookings

Template metrics

Fifteen metrics from model view to service

Interest, quote, test drive, order, delivery, cancellation and after-sales. Names match the console after install.

MetricDefinitionFormatDashboards
Model viewersUNIQUES(model_view)NumberAuto retail
Quote requestsUNIQUES(quote_request)NumberAuto retail
Quote rateUNIQUES(quote_request) / UNIQUES(model_view) * 100Percent—
Test drives bookedUNIQUES(test_drive_booked)Number—
Test drives doneUNIQUES(test_drive_done)NumberAuto retail
Test-drive show rateUNIQUES(test_drive_done) / UNIQUES(test_drive_booked) * 100PercentAuto retail
OrdersTOTALS(order_placed)NumberAuto retail
DeliveriesTOTALS(vehicle_delivered)NumberAuto retail
Delivered valuePROPSUM(vehicle_delivered.amount)CurrencyAuto retail
Test-drive close rateUNIQUES(order_placed) / UNIQUES(test_drive_done) * 100Percent—
Order delivery rateTOTALS(vehicle_delivered) / TOTALS(order_placed) * 100Percent—
Order cancellationsTOTALS(order_cancelled)Number—
Cancellation rateTOTALS(order_cancelled) / TOTALS(order_placed) * 100Percent—
Service bookingsTOTALS(service_booked)Number—
Service revenuePROPSUM(service_done.amount)Currency—

Metric names and formulas come from the industry pack. TOTALS counts events, UNIQUES counts people, PROPSUM adds up a property. Every figure on this page is sample data.

Dashboards the template installs

Each dashboard is a set of cards: KPIs, funnels, trends, retention, distributions and breakdown tables. Edit, duplicate or share them after install.

Auto retail

10 cards on this board

4 × KPI2 × funnel1 × trend3 × table

Metrics on this board

Quote requests · Test-drive show rate · Deliveries · Delivered value · Orders · Test drives done

One retail board

Auto retail holds quote requests, test-drive show rate, deliveries and delivered value as KPIs, the purchase funnel, quote and order trends, the channel table, the city distribution, the advisor ranking and the service return funnel.

Funnel

Model view, quote, test drive booked, test drive done, order, delivery

Six steps over 90 days. The −46% badge marks the step losing the most buyers; for most dealers it is between booking and the drive.

app.tapcub.com
FunnelsPurchase funnelLast 30 daysUsersSessions

Purchase funnel

90-day window

Model view

2,400

Quote request

1,248

Test drive booked

674

Test drive done

508

Order placed

312

Vehicle delivered

214

Sample data

Break down by model

model_id is on every step. Compare quote rate and close rate per model without a separate report.

Break down by dealer

dealer_id is a property on visit and service events. Show rate and close rate per dealer are one breakdown away.

Service return over 12 months

The service return funnel runs delivered → service booked → service done over 12 months, matching the first service interval.

Also in the pack

  • Order-to-delivery funnelOrder placed → Vehicle delivered · 120-day window
  • Service return funnelVehicle delivered → Service booked → Service done · 12-month window
How teams use it

What OEM digital and dealer teams set up first

Model interest, test-drive show rate, advisor performance and the service return.

Use case 1

Measure model interest by quotes, not views

model_view, configurator_used and quote_request carry model_id. Quote rate per model shows which cars people want priced, and configurator use shows how far they go.

  • Quote rate per model and trim
  • Configurator completion as a step
  • City distribution of quote requests
app.tapcub.com
Auto retailModelsLast 30 days

Models by quote rate

Last 30 days
ModelViewersConfiguratorQuotesRate
Compact EV24,1006,8201,4205.9%
Family SUV18,6004,2109805.3%
Sport coupe31,2009,1006102.0%
Pickup9,8002,4007127.3%
Sample data
Use case 2

Lift test-drive show rate dealer by dealer

test_drive_booked from the site and test_drive_done from the dealer bracket the visit. Show rate per dealer and weekday shows where confirmations fail.

  • Show rate by dealer and weekday
  • Reminder invites through chat the day before
  • Test-drive close rate per dealer

Example scenario: Online bookings without a dealer assigned showed at 34%. Routing them to the nearest dealer within an hour lifted show rate to 55%.

app.tapcub.com
Auto retailDealersLast 30 days

Test-drive show rate by dealer

Last 30 days
Riverside Motors66%
Downtown58%
Northgate51%
Airport Road42%
Online booking pool34%
Sample data
Use case 3

Rank advisors by deliveries, not quotes

Sales advisors are groups. The ranking compares test drives done, orders, deliveries and delivered value, so incentives follow cars that leave the lot.

  • Advisor ranking: drives, orders, deliveries, value
  • Cancellation rate per advisor
  • Order-to-delivery funnel for pipeline health
app.tapcub.com
Auto retailAdvisorsLast 30 days

Advisor ranking

Last 90 days
AdvisorDrivesOrdersDeliveredValue
Kim, Riverside842118$612,000
Alvarez, Downtown1121914$498,000
Nowak, Northgate611615$540,000
Osei, Airport Road9896$198,000
Sample data
Use case 4

Bring delivered customers back for service

service_booked and service_done carry dealer_id and amount. The service return funnel and service revenue sit on the same board as sales, so after-sales is measured like a funnel.

  • Service return funnel, 12-month window
  • Service revenue trend
  • Segment: delivered 10–12 months ago, no service booked
app.tapcub.com
FunnelsService returnLast 30 days

Service return funnel

12-month window

Delivered

2,400

Service booked

1,248

Service done

674

Sample data
Analytics × Chat

Answer the model question before the quote form is closed

A visitor has configured the Compact EV twice and opened the quote form without sending it. The invite offers a test drive at the nearest dealer; the AI answers range, charging and incentive questions from the model data.

  • Invite on a second configurator session or an abandoned quote form
  • Context: model, trim, nearest dealer, source, configurator summary
  • Phone number captured in chat is hashed and becomes the quote request

Example scenario: Chat-booked test drives showed at 71% against 48% for web bookings; the buyer had already picked a dealer and a time.

yourbrand.com/quote
InboxVisitor · Compact EVLiveAuto-translateAssign to me

Visitor context

Model
Compact EV · Long Range
Configurator
2 sessions · $38,900
Quote form
opened, not sent
Nearest dealer
Riverside Motors · 6 km
Source
Google Ads · ev_launch
  • /models/compact-ev
  • /configurator
  • /configurator
  • /quote
yourbrand.com/quote
TC

Kim · Riverside Motors

Hi! The Long Range you configured is in stock at Riverside, and the $3,500 EV incentive still applies this month. Want a test drive Saturday morning?

Sample data
Events

Eleven events, six required

Model, configurator, quote and booking events from the site or app; visits, drives, orders, deliveries and service from your dealer management system.

EventNameWhen to sendRequired propertiesSource
model_viewRequiredModel viewOn a model page; model_id.model_idWeb Mini-program App Server
configurator_usedConfigurator usedWhen a configuration session is saved or summarised; model_id.model_idWeb Mini-program App Server
quote_requestRequiredQuote requestWhen a price or callback is requested; model_id; phone stored as hash.model_idWeb Mini-program App Server
test_drive_bookedRequiredTest drive bookedWhen a test drive is scheduled; model_id and dealer.model_idWeb Mini-program App Server
store_visitShowroom visitFrom the dealer system or app on check-in; dealer_id.dealer_idServer App
test_drive_doneRequiredTest drive doneFrom the dealer system when the drive is completed; model_id.model_idServer App
order_placedRequiredOrder placedFrom the dealer system when a deposit or order is taken; order_id and model_id.order_idmodel_idServer
vehicle_deliveredRequiredVehicle deliveredFrom the dealer system at handover; order_id, model_id and amount.order_idmodel_idamountServer
order_cancelledOrder cancelledFrom the dealer system on cancellation; order_id.order_idServer
service_bookedService bookedWhen maintenance is scheduled; dealer_id.dealer_idWeb Mini-program App Server
service_doneService doneFrom the dealer system when the job is closed; dealer_id and amount.dealer_idServer

Event names, required properties and sources come from the pack. Events marked Server must be sent from your backend; use insert_id to de-duplicate orders and invoices.

Scenarios

Two retailers, two boards

Illustrative scenarios, not reviews.

The sport coupe had the most model views and the lowest quote rate. The pickup had a third of the views and the highest. Media spend followed the quotes, not the clicks.

JW

J. W.

Digital marketing lead · OEM regional office

Quote rateModels

Test-drive show rate per dealer was on the board the first week. One store was at 42%. Their confirmation calls had stopped after a staff change.

RB

R. B.

General manager · dealer group

Show rateDealers

Illustrative scenarios written from the user’s point of view. Not real reviews.

FAQ

Questions about this solution

Still have a question?

Chat with the team behind TapCub — we usually reply within a few hours on business days.

What does the automotive template install?

Eleven events, fifteen metrics including quote rate, test-drive show rate, test-drive close rate, order delivery rate, cancellation rate and service revenue, three funnels and the Auto retail dashboard.

Does one pack cover OEM, dealers and used cars?

Yes. model_id and dealer_id are properties, so an OEM site, a dealer group and a used-car platform send the same events. The advisor is a group for rankings.

Which events come from the dealer system?

store_visit, test_drive_done, order_placed, vehicle_delivered, order_cancelled and service_done are marked Server. Send them from your DMS or the dealer app with the same phone hash.

Is delivery part of the funnel?

Yes. The purchase funnel runs six steps to vehicle_delivered over 90 days, and a separate order-to-delivery funnel tracks the pipeline over 120 days.

How is after-sales measured?

service_booked and service_done feed the service return funnel with a 12-month window, plus service bookings and service revenue on the board.

How is the phone number stored?

As a SHA-256 hash that becomes the login ID, so dealer system events connect to the model page and campaign that produced the quote.

Get started

Install the automotive template

Paste the snippet on model and configurator pages, send drives, orders and deliveries from your dealer system, and the retail board ranks models, dealers and advisors by what gets delivered.

  • 11 events
  • 15 metrics
  • 3 funnels
  • 1 dashboard

Free plan included. App SDKs for dealer and owner apps.