Opttab logo

Platform

Solutions

Resources

Pricing

Login

Get Started

Opttab logo

Platform

Solutions

Resources

Pricing

Login

Get Started

Opttab logo

Platform

Solutions

Resources

Pricing

Login

Get Started

Table of contents

Share

Opttab gradient background

Run your brand’s entire agentic journey

Track your brand in AI answers, compare competitors, and uncover opportunities with Opttab.

Try for free

Blog

/

AI Visibility Index

Which car brands are most visible in AI search? — The 2026 Automotive AI Visibility Index

Which car brands are most visible in AI search? — The 2026 Automotive AI Visibility Index
Arda Ulusoy

Arda Ulusoy

Founder

Aug 10, 2026

4 min read

If you asked ten car marketing executives to guess which brand tops global automotive AI visibility, maybe one would say Hyundai. Yet that’s exactly what our data shows in Automotive AI Visibility Index — and it’s not even close.

At Opttab, we ran 9,521 prompts about cars and automotive across 12 countries, in local languages, across ChatGPT, Gemini, and Google AI Mode. Across 27,445 AI responses and 138,417 source citations, the brand that AI recommends most consistently isn’t a German luxury marque, an American EV pioneer, or a Japanese giant. It’s Hyundai.

The Korean takeover of automotive AI

Hyundai leads with a 20.6% visibility score, appearing in more than 1 in 5 AI automotive responses globally. Toyota follows at 17.5%, and Kia rounds out a Korean-brand podium at 17.2%.

Three of the top three AI automotive recommendations globally are Korean brands. Together, Hyundai and Kia alone — both from the same Hyundai Motor Group — account for over 37 percentage points of AI visibility before a single German or American brand appears.

BMW enters at #5 with 12.4%. Tesla at #6 with 12.3%. Mercedes-Benz at #9 with 8.8%. Audi at #10 with 8.2%.

For decades, German engineering brands dominated the global aspiration conversation. In AI search, Korean brands are telling a more compelling story.

Why Hyundai leads: it’s about the category

The key is what Hyundai is being recommended for. Its top AI category is Electric Vehicles — not just a segment but the most searched automotive category in 2026. Hyundai’s IONIQ series, positioned aggressively on range, value, and design, has earned genuine community acclaim — and that community sentiment flows directly into AI recommendations.

Toyota’s dominance in Used Cars tells a parallel story. People ask AI “what’s the most reliable used car?” and Toyota’s decades-long reputation for longevity gives it a commanding answer. AI isn’t just reflecting advertising; it’s reflecting collective trust built over time.

Tesla: high share of voice, lower rank than expected

Tesla holds a 4.1% share of voice in EV — the second highest SoV in the dataset — yet ranks only #6 overall with 12.3% visibility. The reason: the EV conversation is fragmented across Hyundai, Renault, Tesla, and others. No single brand owns the EV AI conversation despite it being the top automotive category. This is the market opportunity hiding in the data.

The full leaderboard

#

Brand

Visibility Score

Sentiment

Top AI Category

1

Hyundai

20.6%

93%

Electric Vehicles

2

Toyota

17.5%

93%

Used Cars

3

Kia

17.2%

94%

7-Seater SUVs

4

Volkswagen

14.0%

85%

Used Cars

5

BMW

12.4%

86%

Luxury Cars

6

Tesla

12.3%

89%

Electric Vehicles

7

Renault

11.4%

88%

Electric Vehicles

8

Skoda

10.5%

93%

Used Cars

9

Mercedes-Benz

8.8%

88%

Luxury Cars

10

Audi

8.2%

83%

Luxury Cars

Skoda at #8 with 93% sentiment — equal to Hyundai and Toyota — is another under-the-radar result. The value-for-money narrative that Skoda has built resonates in AI recommendations in a way that its relatively modest marketing budgets wouldn’t predict.

The intent funnel: AI is a comparison engine for car buyers

The Comparison stage leads at 1,999 prompts, followed closely by Recommendation at 1,892. Car buyers are using AI to shortlist and validate rather than just discover. The Reputation stage at 1,061 is notably high — a significant volume of people are asking AI “which car brand has the best reliability record?” or “what do people think of [brand]?”. For automotive brands, community reputation directly determines AI recommendation.

→ See how AI is representing your automotive brand across 12 countries. Get your free AI visibility report

Methodology: 9,521 prompts across ChatGPT, Gemini, and Google AI Mode in 12 countries, June 2026.

Similar articles

Green and lemon gradient cover with the Opttab logo mark in the centre, for the Opttab post on the new Opttab launch.

The new Opttab is live: the Agentic Journey OS for brands and agencies

Agentic Commerce

7 min read

Green and lemon gradient cover with a dotted three-quarter ring in the centre, for the Opttab post on Prompt Coverage.

Prompt Coverage: track the AI prompts your buyers actually ask

AI Visibility

7 min read

Green and lemon gradient cover with a dotted checkmark in the centre, for the Opttab post on Agent Readiness Checklist.

Agent Readiness Checklist: 57 checks for AI crawlers and agents

AI Visibility

7 min read

Green and lemon gradient cover with the Opttab logo mark in the centre, for the Opttab post on the new Opttab launch.

The new Opttab is live: the Agentic Journey OS for brands and agencies

Agentic Commerce

7 min read

Green and lemon gradient cover with a dotted three-quarter ring in the centre, for the Opttab post on Prompt Coverage.

Prompt Coverage: track the AI prompts your buyers actually ask

AI Visibility

7 min read

Green and lemon gradient cover with a dotted checkmark in the centre, for the Opttab post on Agent Readiness Checklist.

Agent Readiness Checklist: 57 checks for AI crawlers and agents

AI Visibility

7 min read

Green and lemon gradient cover with a three dotted clusters in the centre, for the Opttab post on Optimize by Context.

Optimize by Context: see who wins each AI conversation

AI Visibility

7 min read

Opttab logo

Agentic Journey Operating System for brands and agencies.

DISCOVERABILITY

Agent Readiness Checklist

Prompt Generator

VISIBILITY

Answer Engine Analytics

Website Analytics

Shopping Insights

Ads

OPTIMIZATION

GEO/AEO

Content Studio

AGENT

Agent Command Center

Agent Insights

Agent Distribution

Journey Orchestrator

SOLUTIONS

Brand Teams

Agencies

SEO & GEO Teams

Ecommerce Teams

COMPARE

Compare

Opttab vs Profound

Opttab vs Peec AI

Opttab vs commercetools

RESOURCES

Blog

Research

Webinars

Changelog

FAQ

AI Instructions

Documentation

COMPANY

About Us

Pricing

Agency Pricing

Agency Directory

Contact

Privacy Policy

Terms of Service

Imprint

DPA

Cookie Policy

© 2026 Opttab B.V.

Opttab logo

Agentic Journey Operating System for brands and agencies.

DISCOVERABILITY

Agent Readiness Checklist

Prompt Generator

VISIBILITY

Answer Engine Analytics

Website Analytics

Shopping Insights

Ads

OPTIMIZATION

GEO/AEO

Content Studio

AGENT

Agent Command Center

Agent Insights

Agent Distribution

Journey Orchestrator

SOLUTIONS

Brand Teams

Agencies

SEO & GEO Teams

Ecommerce Teams

COMPARE

Compare

Opttab vs Profound

Opttab vs Peec AI

Opttab vs commercetools

RESOURCES

Blog

Research

Webinars

Changelog

FAQ

AI Instructions

Documentation

COMPANY

About Us

Pricing

Agency Pricing

Agency Directory

Contact

Privacy Policy

Terms of Service

Imprint

DPA

Cookie Policy

© 2026 Opttab B.V.

Opttab logo

Agentic Journey Operating System for brands and agencies.

DISCOVERABILITY

Agent Readiness Checklist

Prompt Generator

VISIBILITY

Answer Engine Analytics

Website Analytics

Shopping Insights

Ads

OPTIMIZATION

GEO/AEO

Content Studio

AGENT

Agent Command Center

Agent Insights

Agent Distribution

Journey Orchestrator

SOLUTIONS

Brand Teams

Agencies

SEO & GEO Teams

Ecommerce Teams

COMPARE

Compare

Opttab vs Profound

Opttab vs Peec AI

Opttab vs commercetools

RESOURCES

Blog

Research

Webinars

Changelog

FAQ

AI Instructions

Documentation

COMPANY

About Us

Pricing

Agency Pricing

Agency Directory

Contact

Privacy Policy

Terms of Service

Imprint

DPA

Cookie Policy

© 2026 Opttab B.V.

Opttab logo

Agentic Journey Operating System for brands and agencies.

DISCOVERABILITY

Agent Readiness Checklist

Prompt Generator

VISIBILITY

Answer Engine Analytics

Website Analytics

Shopping Insights

Ads

OPTIMIZATION

GEO/AEO

Content Studio

AGENT

Agent Command Center

Agent Insights

Agent Distribution

Journey Orchestrator

SOLUTIONS

Brand Teams

Agencies

SEO & GEO Teams

Ecommerce Teams

COMPARE

Compare

Opttab vs Profound

Opttab vs Peec AI

Opttab vs commercetools

RESOURCES

Blog

Research

Webinars

Changelog

FAQ

AI Instructions

Documentation

COMPANY

About Us

Pricing

Agency Pricing

Agency Directory

Contact

Privacy Policy

Terms of Service

Imprint

DPA

Cookie Policy

© 2026 Opttab B.V.