Motor Vehicles & Parts Sector AI Brand Visibility Leaderboard

#1

Goodyear Tire & Rubber

GT Motor Vehicles & Parts goodyear.com $4.0B

AI Visibility Score 75/100

Average Visibility Index across 5 tested entities.

Competitive Position sustainable tire manufacturing practices

Goodyear Tire & Rubber You are here

#1

Strongest: sustainable tire manufacturing practices · #1 · VI 99

Weakest: tire maintenance and repair services · N/A · VI 0

#3

Avg Rank

67.6%

LLM Confidence

80%

Brand Discovery

80

Brand Target

70%

Brand Match

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#2

Ford Motor

F Motor Vehicles & Parts ford.com $50.6B

AI Visibility Score 67.4/100

Average Visibility Index across 5 tested entities.

Competitive Position american automotive manufacturing industry

Ford Motor You are here

#1

Strongest: american automotive manufacturing industry · #2 · VI 99

Weakest: sustainable transportation solutions · N/A · VI 0

#4.8

Avg Rank

66.4%

LLM Confidence

75%

Brand Discovery

62.6

Brand Target

56.8%

Brand Match

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#3

BorgWarner

BWA Motor Vehicles & Parts borgwarner.com $9.3B

AI Visibility Score 67.4/100

Average Visibility Index across 5 tested entities.

Competitive Position turbocharging and filtration products

BorgWarner You are here

#1

Strongest: turbocharging and filtration products · #1 · VI 99

Weakest: advanced engine cooling components · #5 · VI 38

#4.8

Avg Rank

82%

LLM Confidence

75%

Brand Discovery

47.8

Brand Target

100%

Brand Match

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#4

Tesla

TSLA Motor Vehicles & Parts tesla.com $763.4B

AI Visibility Score 66.4/100

Average Visibility Index across 5 tested entities.

Competitive Position electric vehicle technology advancements

Tesla You are here

#1

Ford Motor

#2

Strongest: electric vehicle technology advancements · #1 · VI 99

Weakest: sustainable transportation innovations · #12 · VI 52

#3.2

Avg Rank

94%

LLM Confidence

80%

Brand Discovery

27.8

Brand Target

91.6%

Brand Match

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#5

Allison Transmission Holdings

ALSN Motor Vehicles & Parts allisontransmission.com $3.8B

AI Visibility Score 53/100

Average Visibility Index across 5 tested entities.

Competitive Position automatic transmission manufacturing

Allison Transmission Holdings You are here

#1

Strongest: automatic transmission manufacturing · #2 · VI 99

Weakest: power management systems for vehicles · N/A · VI 0

#7

Avg Rank

55.4%

LLM Confidence

60%

Brand Discovery

45.2

Brand Target

74.8%

Brand Match

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#6

Autoliv

ALV Motor Vehicles & Parts autoliv.com $6.7B

AI Visibility Score 46/100

Average Visibility Index across 5 tested entities.

Competitive Position airbag system development processes

Autoliv You are here

#1

Strongest: airbag system development processes · #2 · VI 99

Weakest: crash test performance evaluation · N/A · VI 0

#5.5

Avg Rank

64%

LLM Confidence

50%

Brand Discovery

25.2

Brand Target

80%

Brand Match

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#7

Visteon

VC Motor Vehicles & Parts visteon.com $3.1B

AI Visibility Score 44.2/100

Average Visibility Index across 5 tested entities.

Competitive Position advanced vehicle electronics systems

Visteon You are here

#1

Strongest: advanced vehicle electronics systems · #8 · VI 91

Weakest: sustainable mobility technologies research · N/A · VI 0

#8

Avg Rank

46.2%

LLM Confidence

45%

Brand Discovery

42.6

Brand Target

60%

Brand Match

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#8

Garrett Motion

GTX Motor Vehicles & Parts garrettmotion.com $464M

AI Visibility Score 43/100

Average Visibility Index across 5 tested entities.

Competitive Position vehicle boost management technologies

Garrett Motion You are here

#1

Strongest: vehicle boost management technologies · #11 · VI 98

Weakest: powertrain engineering and innovation · N/A · VI 0

#6.7

Avg Rank

54.8%

LLM Confidence

50%

Brand Discovery

25.2

Brand Target

60%

Brand Match

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#9

General Motors

GM Motor Vehicles & Parts gm.com $50.2B

AI Visibility Score 42/100

Average Visibility Index across 5 tested entities.

Competitive Position electric vehicle innovation

General Motors You are here

#1

Strongest: electric vehicle innovation · #2 · VI 94

Weakest: autonomous driving development · N/A · VI 0

#4

Avg Rank

52.2%

LLM Confidence

50%

Brand Discovery

25.2

Brand Target

60%

Brand Match

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#10

Lear

LEA Motor Vehicles & Parts lear.com $8.5B

AI Visibility Score 38.6/100

Average Visibility Index across 5 tested entities.

Competitive Position automotive seating solutions

Lear You are here

#1

Strongest: automotive seating solutions · #1 · VI 99

Weakest: advanced manufacturing technology · N/A · VI 0

#1

Avg Rank

37.2%

LLM Confidence

40%

Brand Discovery

40

Brand Target

40%

Brand Match

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#11

Meritor

Motor Vehicles & Parts meritor.com $2.5B

AI Visibility Score 36.2/100

Average Visibility Index across 5 tested entities.

Competitive Position drivetrain and mobility solutions

Meritor You are here

#1

Strongest: drivetrain and mobility solutions · #7 · VI 91

Weakest: aftermarket service and support · N/A · VI 0

#5.5

Avg Rank

30%

LLM Confidence

40%

Brand Discovery

40

Brand Target

32.6%

Brand Match

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#12

Cooper-Standard Holdings

CPS Motor Vehicles & Parts cooperstandard.com $149M

AI Visibility Score 34/100

Average Visibility Index across 5 tested entities.

Competitive Position automotive fluid transfer systems

Cooper-Standard Holdings You are here

#1

Strongest: automotive fluid transfer systems · #2 · VI 96

Weakest: advanced sealing technologies · N/A · VI 0

#9

Avg Rank

23.4%

LLM Confidence

40%

Brand Discovery

40

Brand Target

28.4%

Brand Match

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#13

Dana

DAN Motor Vehicles & Parts dana.com $2.5B

AI Visibility Score 30.6/100

Average Visibility Index across 5 tested entities.

Competitive Position electric vehicle components manufacturing

Dana You are here

#1

Strongest: electric vehicle components manufacturing · #5 · VI 91

Weakest: advanced power distribution solutions · N/A · VI 0

#3

Avg Rank

35%

LLM Confidence

35%

Brand Discovery

22.6

Brand Target

40%

Brand Match

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#14

LCI Industries

LCII Motor Vehicles & Parts lci1.com $2.6B

AI Visibility Score 27.2/100

Average Visibility Index across 5 tested entities.

Competitive Position specialty equipment for trailers

LCI Industries You are here

#1

Strongest: specialty equipment for trailers · #5 · VI 62

Weakest: automotive and marine products distribution · N/A · VI 0

#7.7

Avg Rank

39.8%

LLM Confidence

35%

Brand Discovery

7.8

Brand Target

38%

Brand Match

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#15

Paccar

PCAR Motor Vehicles & Parts paccar.com $29.1B

AI Visibility Gap

Fortune 500 company with weaker AI ranking depth than expected.

AI Visibility Score 23.4/100

Average Visibility Index across 5 tested entities.

Competitive Position heavy-duty truck manufacturing

Paccar You are here

#1

Strongest: heavy-duty truck manufacturing · #9 · VI 89

Weakest: engine design and development · N/A · VI 0

#11

Avg Rank

23.4%

LLM Confidence

25%

Brand Discovery

22.6

Brand Target

8.2%

Brand Match

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#16

Thor Industries

THO Motor Vehicles & Parts thorindustries.com $4.3B

AI Visibility Score 20.8/100

Average Visibility Index across 5 tested entities.

Competitive Position recreational vehicle manufacturing industry

Thor Industries You are here

#1

Strongest: recreational vehicle manufacturing industry · #1 · VI 62

Weakest: camping and outdoor adventure equipment · N/A · VI 0

#2.5

Avg Rank

35.2%

LLM Confidence

25%

Brand Discovery

2.6

Brand Target

40%

Brand Match

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#17

American Axle & Manufacturing

AXL Motor Vehicles & Parts aam.com $888M

AI Visibility Score 19.6/100

Average Visibility Index across 5 tested entities.

Competitive Position automotive drivetrain components

American Axle & Manufacturing You are here

#1

Strongest: automotive drivetrain components · #3 · VI 98

Weakest: advanced manufacturing technologies · N/A · VI 0

#3

Avg Rank

19.2%

LLM Confidence

20%

Brand Discovery

20

Brand Target

20%

Brand Match

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#18

REV Group

REVG Motor Vehicles & Parts revgroup.com $843M

AI Visibility Score 19.4/100

Average Visibility Index across 5 tested entities.

Competitive Position specialty vehicle manufacturing

REV Group You are here

#1

Strongest: specialty vehicle manufacturing · #2 · VI 97

Weakest: custom vehicle design services · N/A · VI 0

#2

Avg Rank

18.8%

LLM Confidence

20%

Brand Discovery

20

Brand Target

20%

Brand Match

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#19

Patrick Industries

PATK Motor Vehicles & Parts patrickind.com $1.4B

AI Visibility Score 8.8/100

Average Visibility Index across 5 tested entities.

Competitive Position recreational vehicle manufacturing solutions

Patrick Industries You are here

#1

Strongest: recreational vehicle manufacturing solutions · #7 · VI 44

Weakest: building products for outdoor industries · N/A · VI 0

#7

Avg Rank

16.4%

LLM Confidence

10%

Brand Discovery

0

Brand Target

20%

Brand Match

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#20

Winnebago Industries

WGO Motor Vehicles & Parts winnebagoind.com $1.8B

AI Visibility Score 8.2/100

Average Visibility Index across 5 tested entities.

Competitive Position recreational vehicle manufacturing

Winnebago Industries You are here

#1

Strongest: recreational vehicle manufacturing · #3 · VI 41

Weakest: customizable motorhome solutions · N/A · VI 0

#3

Avg Rank

17%

LLM Confidence

5%

Brand Discovery

2.6

Brand Target

20%

Brand Match

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