Overview Leaderboard Methodology
Industry Report

Italian Luxury Automakers

Italian premium car brands celebrated for expressive design, performance-focused engineering, and exclusive coachbuilt models.

Brands tracked: 35
Brands analyzed: 35
Last updated: 2026-04-23
Model: OpenAI GPT-5
Prompts: 275
Total responses: 1,400
Top Brand Overall?
Ferrari
99/100

Highest overall AI Visibility Score in this industry.

LBA Leader?
Lexus
100

Highest score on the LBA metric in this industry.

Authority Leader?
Ferrari
100

Highest score on the Authority metric in this industry.

TOM Leader?
Ferrari
100

Highest score on the TOM metric in this industry.

Ferrari is the default answer in AI responses for Italian Luxury Automakers

When users ask ChatGPT, Claude, or Gemini about Italian Luxury Automakers, Ferrari is the brand that surfaces first - unprompted, consistently, and usually at the top of any list the model generates. Lamborghini is a close second, but the gap between them is meaningful. If you're competing in this space and you're not in the top handful, you're effectively invisible to AI-driven discovery.

Brand Leaderboard All 35 Italian Luxury Automakers brands ranked

Ranked by overall AI Visibility Score (smoothed geometric mean of LBA, Authority, and TOM with an LBA-based floor on Authority and TOM, see methodology). Click any brand for the full report.

# Brand LBA Authority TOM Overall
1
Ferrari
ferrari.com
 98
100
100
99
2
Lamborghini
lamborghini.com
 92
70
95
85
3
Maserati
maserati.com
 72
94
89
85
4
Alfa Romeo
alfaromeo.com
 77
58
79
71
5
Pagani
pagani.com
 84
31
74
58
6
Abarth
abarth.com
 77
8
19
24
7
Lexus
lexus.com
 100
10
10
24
8
Porsche
porsche.com
 98
10
10
23
9
Rolls-Royce
rolls-roycemotorcars.com
 98
10
10
23
10
Bentley
bentleymotors.com
 93
9
9
22
11
Aston Martin
astonmartin.com
 83
8
8
20
12
Dallara
dallara.it
 77
8
8
19
13
Zagato
zagato.it
 75
8
8
18
14
Bertone
bertone.it
 70
7
7
17
15
Italdesign
italdesign.it
 66
7
7
16
16
Touring Superleggera
touringsuperleggera.eu
 65
7
7
16
17
Automobili Pininfarina
automobili-pininfarina.com
 59
6
6
15
18
De Tomaso
detomaso-automobili.com
 59
6
6
15
19
Lancia
lancia.com
 63
6
6
15
20
Bizzarrini
bizzarrini.com
 50
5
5
13
21
Totem Automobili
totemautomobili.com
 52
5
5
13
22
Ares Design
aresdesign.com
 48
5
5
12
23
Cizeta
cizeta.it
 49
5
5
12
24
Iso Rivolta
isorivolta.com
 49
5
5
12
25
Kimera Automobili
kimera-automobili.com
 48
5
5
12
26
Eccentrica
eccentricacars.com
 41
4
4
11
27
Stanguellini
stanguellini.it
 44
4
4
11
28
Mazzanti Automobili
mazzantiautomobili.it
 39
4
4
10
29
AEHRA
aehra.com
 24
2
2
7
30
F
Fornasari
fornasari.com
 27
3
3
7
31
ATS Automobili
ats-automobili.com
 21
2
2
6
32
P
Puritalia
puritaliaautomobili.com
 23
2
2
6
33
G
Giannini Automobili
gianniniautomobili.it
 15
2
2
5
34
Frangivento
frangivento.eu
 10
1
1
3
35
N
Nardone Automotive
nardoneautomotive.com
 5
0
0
2

How is this calculated? Methodology

Every brand in this leaderboard is scored against the same set of 275 shared Italian Luxury Automakers prompts. The same prompts, same model, same iterations. So differences in scores reflect actual differences in AI visibility, not differences in measurement.

Overall AI Visibility Score
Smoothed geometric mean of LBA, Authority and TOM. Authority and TOM are floored at LBA × 0.1 before the geometric mean (the same floor used in the per-metric cards above, so brand cards and the composite tell the same story). Formula: composite = ((LBA + 5)(Authority + 5)(TOM + 5))^(1/3) - 5. The floor keeps brands the model clearly recognises but doesn't yet recommend from collapsing to zero, while a single genuinely weak metric still pulls the composite down. Full methodology.
Shared industry prompts
For Authority and TOM, all brands in the industry are scored against the same 275 category prompts (e.g. "best SEO tools for agencies"). This makes brand-to-brand comparisons valid - everyone faces identical inputs. LBA prompts are per-brand because they ask brand-specific questions.
Latent Brand Association (LBA)
5 brand probes + 1 control prompt, each run 5 times in recall mode (no web search). LBA = quality × meta × stability × share × recognition × 100. Read the full LBA methodology →
LLM Authority
50 organic category prompts (discovery, comparison, problem and transactional intents), each run once in recall mode and once in retrieval mode. Score = frequency × log-decayed prominence × intent weight, then 50/50 averaged across the two modes. Read the full Authority methodology →
Top of Mind (TOM)
15 high-volume discovery prompts (sourced from Keywords Everywhere search-volume data), each run 5 times in pure recall mode (no web). Score = frequency × (0.5 + 0.5 × log-prominence), volume-weighted. Read the full TOM methodology →