Automotive·Segmentation and personas

Who your users really are

Personas often stop at age, city, and spending. They rarely show how different groups of customers make decisions, or why those decisions differ.

100Interviews
1 dayFrom invite to report
890Supporting quotes

How one study led to change

01

The challenge

A new SUV drew plenty of interested prospects. The team wanted to know what groups they fell into and what each cared about.

02

How the study ran

We interviewed recent test-drive customers about family, car use, and how they decide, then grouped them by motivation.

03

What we found

Families with kids care most about back-seat space

61%
04

What changed

Test drives now include time in the back seat, and sales staff tailor their pitch to each customer type.

app.heari.ai · Sample insight report

Which groups do prospects for the new SUV fall into?

100Interviews12 minAvg. lengthv3 lockedApproved by researcher
Bottom line

Prospects fall into three groups: families, repeat buyers, and first-time buyers. Each cares about very different things, so test drives should be tailored to each type.

Key findings
  • 61%Families with kids care most about back-seat space
  • 34%Repeat buyers care more about driver assistance and infotainment
  • 27%Young first-time buyers care more about the out-the-door price and running costs
Recommended actions
  • 1Add back-seat time to test drives, with child seats ready at the dealership
  • 2Offer repeat buyers a dedicated driver-assistance test drive
  • 3Quote the out-the-door price and three-year running costs up front
About this study: method · sample · limitations

Method

Interviews with recent test-drive customers about their household, car use, and how they decide, grouped by motivation. 12 minutes on average.

Sample

100 prospects who test-drove in the last 30 days: 58 family buyers, 24 repeat buyers, 18 first-time buyers.

Limitations

The three groups emerged from the interviews, so their proportions don't reflect the overall market. We excluded customers who had already placed an order.

Priority: highMostly family buyers

Families with kids care most about back-seat space

61%
61 of 100
Supporting quotes
Counterexample

"The back seat's big enough. I care more about fuel economy."

Participant 160 · Family buyer · 01:50
Priority: mediumMostly repeat buyers

Repeat buyers care more about driver assistance and infotainment

34%
34 of 100
Supporting quotes
Counterexample

"I don't need a fancy infotainment system. It just has to work."

Participant 165 · Repeat buyer · 01:20
Priority: mediumMostly first-time buyers

Young first-time buyers care more about the out-the-door price and running costs

27%
27 of 100
Supporting quotes
Counterexample

"I don't mind paying a bit more, but I have to like the look."

Participant 180 · First-time buyer · 01:40

Each recommendation maps to a finding. After it ships, check the metric on the right to see whether the finding holds.

RecommendationBased onExpected impactValidation metricStatus
1Add back-seat time to test drives, with child seats ready at the dealership61 care most about the back seatFamily-buyer order rateConfirmedFamily-buyer order rate 14% → 19%
2Offer repeat buyers a dedicated driver-assistance test drive34 value infotainment and driver assistanceRepeat-buyer order rateIn progressRepeat-buyer order rate 11% → 13%
3Quote the out-the-door price and three-year running costs up frontFirst-time buyers care most about total priceFirst-time buyer conversion after a quoteNot live yet

How many of the 100 participants mentioned each theme (one person can mention several). Darker cells mean a higher share within that group.

ThemeTotalFamily buyers58 peopleRepeat buyers24 peopleFirst-time buyers18
Back seat and space58
4684
Driver assistance and infotainment36
12186
Out-the-door price and running costs31
10516
Exterior design24
1068
Brand reputation17
953
Families with kids care most about back-seat space
Once the car seat's in, there's basically no room for anyone else back there.
Participant 055 · Family with two kids · 02:36055
We take the grandparents out a lot on weekends, and three across the back is way too tight.
Participant 101 · Family customer · 03:01101
The salesperson never had us sit in the back on the test drive. It only hit us once we got home.
Participant 126 · First-time buyer · 04:05126
Counterexample
The back seat's big enough. I care more about fuel economy.
Participant 160 · Family buyer · 01:50160
Repeat buyers care more about driver assistance and infotainment
We already have a car for everyday driving. With this one, I want better driver assistance.
Participant 140 · Repeat buyer · 02:50140
If the infotainment's laggy, it's off the list.
Participant 158 · Repeat buyer · 01:58158
Counterexample
I don't need a fancy infotainment system. It just has to work.
Participant 165 · Repeat buyer · 01:20165
Young first-time buyers care more about the out-the-door price and running costs
It's fine as long as the total price stays reasonable and the features are good enough.
Participant 171 · First-time buyer · 02:14171
Counterexample
I don't mind paying a bit more, but I have to like the look.
Participant 180 · First-time buyer · 01:40180
Pick a question to see how heari answers it from the interviews. Every claim in the answer cites quote IDs.
Once the car seat's in, there's basically no room for anyone else back there.
Participant 055 · Family with two kids · 02:36055
We take the grandparents out a lot on weekends, and three across the back is way too tight.
Participant 101 · Family customer · 03:01101
The salesperson never had us sit in the back on the test drive. It only hit us once we got home.
Participant 126 · First-time buyer · 04:05126
We already have a car for everyday driving. With this one, I want better driver assistance.
Participant 140 · Repeat buyer · 02:50140
If the infotainment's laggy, it's off the list.
Participant 158 · Repeat buyer · 01:58158
It's fine as long as the total price stays reasonable and the features are good enough.
Participant 171 · First-time buyer · 02:14171
The back seat's big enough. I care more about fuel economy.
Participant 160 · Family buyer · 01:50160
I don't need a fancy infotainment system. It just has to work.
Participant 165 · Repeat buyer · 01:20165
I don't mind paying a bit more, but I have to like the look.
Participant 180 · First-time buyer · 01:40180

Interview guide

1
What they need a car for

Core questionWho will mainly drive this car, and for what?

Follow-upHousehold size and where they usually go

2
The test drive

Core questionWhat moment during the test drive gave you pause?

Follow-upSpecific road conditions or seating comfort

3
Alternatives

Core questionWhich other cars are you looking at?

Follow-upWhat draws them to the other option

4
What would close the deal

Core questionWhat would get you to place an order?

Follow-upPrice, features, or service

Participants

Family buyers
58 people
Repeat buyers
24 people
First-time buyers
18

100 prospects who test-drove in the last 30 days: 58 family buyers, 24 repeat buyers, 18 first-time buyers.

This section needs behavior data (for example, from ThinkingAI Agentic Engine). Without it, the rest of the report works as usual.

What they said

"I don't really care about the infotainment."168

What the behavior data shows

Spent 14 minutes on the infotainment and voice system during the test drive, half of the whole drive.

What they said

"Price isn't an issue."178

What the behavior data shows

Switched between the base and mid trims in the online configurator and compared quotes 9 times.

17 of 100 participants said one thing and did another, mostly regarding how much price and infotainment mattered to them.

heari capabilities used in this study

Study design

An interview guide built around the decision

The interview guide covers household size, driving needs, and how people decide, laying the groundwork for segmentation.

Live interviews

Voice interviews

Customers answer by voice, and the AI follows up on the specific roads, seats, and cars they compared.

Insight report

Customer types

Three customer types emerged: families, repeat buyers, and first-time buyers, each with quotes and typical stories.

Validation loop

Order rates by customer type

After updating the test drive, we compared order rates by customer type to see whether the segments held up.

Who your users are, in their own words

Start with a segmentation question. We'll work with you in heari to interview different groups and build personas.

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