Industry Intelligence Hub

The State of AI Visibility: Automotive, Mobility & EV (2026)

Based on our analysis of 16 Automotive brands, AI visibility is strongest when brands make pricing easy for assistants to retrieve.

Updated 2026-08-26

Market average visibility score

29%

16 reports in this sector

Top mentioned attribute

Pricing

Most frequently surfaced across current reports

Tracked AI decision queries

191

Distinct buyer and comparison prompts in this sector

Executive summary

Executive Takeaways

A sharper read on what this sector rewards, where it breaks down, and who currently sets the pace.

What AI rewards in this category

Build B2B comparison content and case studies for corporate fleet management positioning Ola's battery durability and fleet management features; secure citations in fleet-related queries where Hero Electric currently dominates with 100% mention rate. is the strongest recurring recommendation signal across the current sector reports.

What most brands are missing

Accessories and spare parts queries direct buyers to Amazon, Flipkart, and generic retailers without mentioning Strictlyelectric's direct channel; creating dedicated comparison content for parts availability could capture this segment. is the most common visibility gap holding brands back in AI answers.

Who currently leads the market

Ather currently sets the pace by surfacing clearer decision-stage signals than the rest of the field.

Category composition

Subcategory mix

Automotive38%
Electric Vehicles19%
Automotive Retail Software6%
Electric Bicycles6%
Electric Bikes6%
Electric Motor and Controller Technology6%
Others19%

Market structure

AI visibility score distribution

Leader70+

0

brands in this score band

Competitive50-69

1

brands in this score band

Emerging25-49

9

brands in this score band

Invisible0-24

6

brands in this score band

Leaderboard

Top 5 Automotive brands by AI visibility

Is your brand missing? Run your audit.
1
Ather

75% of tracked decision queries mention this brand

56
2
Yulu

50% of tracked decision queries mention this brand

46
3
MYBYK

33% of tracked decision queries mention this brand

45
4
Carma

36% of tracked decision queries mention this brand

42
5
Strictlyelectric

33% of tracked decision queries mention this brand

39

Sector diagnosis

Why Automotive brands become invisible in AI answers

Finding

Based on our analysis of 16 Automotive brands, AI visibility is strongest when brands make pricing easy for assistants to retrieve.

What the sector data shows

Ather currently sets the pace, while the sector currently averages 29% visibility across 191 tracked buyer and comparison queries.

How to fix it

Brands in Automotive need machine-readable comparison, pricing, proof, and FAQ pages so AI assistants can surface accurate answers instead of incomplete summaries.

Get Automotive Visibility Report for your Brand

Featured audits

Best-in-class AI visibility reports in Automotive

A curated look at the strongest public audits in this sector right now.

Ather

75% of tracked decision queries mention this brand

56

Ather leads this category by surfacing more consistently when AI answers rely on customer support and real-world range signals.

Open Ather AI visibility report

Yulu

50% of tracked decision queries mention this brand

46

Yulu keeps outperforming much of the field when buyers compare pricing and real-time availability tracking signals.

Open Yulu AI visibility report

MYBYK

33% of tracked decision queries mention this brand

45

MYBYK still earns notable visibility when tracked prompts emphasize pricing and reporting & analytics signals.

Open MYBYK AI visibility report

Report directory

Search every AI visibility report in Automotive

Premium directory of 16 public AI visibility reports across this sector.

Electric Vehicles

Ather

atherenergy.com

Visibility56
Visibility profileBuyer / Comparison / Reach / Score

75% of tracked decision queries mention this brand

Analyzed 12 days ago

View audit

Transportation

Yulu

yulu.bike

Visibility46
Visibility profileBuyer / Comparison / Reach / Score

50% of tracked decision queries mention this brand

Analyzed 4 months ago

View audit

Electric Bikes

MYBYK

mybyk.in

Visibility45
Visibility profileBuyer / Comparison / Reach / Score

33% of tracked decision queries mention this brand

Analyzed 3 months ago

View audit

Automotive

Carma

carma.com.au

Visibility42
Visibility profileBuyer / Comparison / Reach / Score

36% of tracked decision queries mention this brand

Analyzed 4 months ago

View audit

Electric Vehicles & Accessories

Strictlyelectric

strictlyelectric.in

Visibility39
Visibility profileBuyer / Comparison / Reach / Score

33% of tracked decision queries mention this brand

Analyzed 4 months ago

View audit

Automotive

Audi

audi.com

Visibility34
Visibility profileBuyer / Comparison / Reach / Score

58% of tracked decision queries mention this brand

Analyzed 5 months ago

View audit

Automotive Retail Software

Spyne

spyne.ai

Visibility33
Visibility profileBuyer / Comparison / Reach / Score

50% of tracked decision queries mention this brand

Analyzed 5 months ago

View audit

Automotive

Toyota India

toyotabharat.com

Visibility32
Visibility profileBuyer / Comparison / Reach / Score

33% of tracked decision queries mention this brand

Analyzed 16 days ago

View audit

Electric Bicycles

EMotorad

emotorad.com

Visibility31
Visibility profileBuyer / Comparison / Reach / Score

33% of tracked decision queries mention this brand

Analyzed 4 months ago

View audit

Electric Vehicles

Ola Electric

olaelectric.com

Visibility30
Visibility profileBuyer / Comparison / Reach / Score

25% of tracked decision queries mention this brand

Analyzed 5 months ago

View audit

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