AI Mode cut

Leading Auto Manufacturers & Parts Brands in AI Search in Egypt

The same monthly sample, re-ranked using only AI Mode answers.

October 2026 edition

Across the six months through October 2026, Lexus leads AI search visibility in Auto Manufacturers & Parts on AI Mode in Egypt with a Goodie visibility score of 75.4, ahead of Michelin (75.2) and Mazda (74.1). The median score across the 10 ranked brands is 71.2, and a score above 67.2 reaches the top ten. The most-cited source grounding these answers is youtube.com at 10.8% of all citations, while brand-owned pages account for just 1.5%.

33k prompts · 2.4m AI answers · 11.6m citations · Goodie AI Visibility Index

Industry Benchmarks

October 2026 · Auto Manufacturers & Parts · AI Mode
What good looks like in this category. Read a brand's own score against these before looking at who is winning.
Median visibility score
71.2
Half of the 10 ranked auto manufacturers & parts brands score below this. The midpoint, not the average, so a few dominant brands do not distort it.
Index-wide median is 72.1
Score to enter the top 10
67.2
Clearing 67.2 puts a brand in the category top ten. The bar sits 4.0 points below the midpoint, so the leaderboard is closely contested.
Brands named per answer
7.8
A typical answer names eight brands, so the consideration set is wide and a mention is comparatively easy to earn.
Index-wide average is 7.8
Citation mix
  • UGC 11%
  • Editorial 4%
  • Video 5%
  • Reference 3%
  • Other 77%
Other leads the third-party sources grounding auto manufacturers & parts answers. Brand-owned citations sit in the next cell and are not counted here. “Other” covers domains we have not classified into a type yet.
Brand-owned citation share
1.5%
Owned content is weak here: third-party sources decide most of these answers.
Index-wide average is 26.8%
Industry sentiment
67/100
Mean tone of mentions across the ranked brands that carry a measured value. Per-brand sentiment sits on each brand profile.
Prompts sampled
33k
Real buyer phrasing, 4 models
AI answers analysed
2.4m
214k in October · ▼ 16.1% vs September
Citations parsed
11.6m
1m in October · ▲ 14.0% vs September
Brands observed
260
10 ranked here · 250 unranked

Brand Visibility Leaderboard

Brand visibility leaderboard for Auto Manufacturers & Parts, ranked by six-month average AI visibility score
#BrandVisibility scoreShare of voiceModelsΔ vs last monthSentimentTop cited source
01Lexus
75.4
10.6%AI Mode▲ 5.772yahoo.com
02Michelin
75.2
10.5%AI Mode▲ 16.073youtube.com
03Mazda
74.1
10.4%AI Mode▼ 7.175consumerreports.org
04BYD
73.2
10.3%AI Mode▼ 4.660ecomotorsnews.com
05Continental
71.7
10.0%AI Mode—68youtube.com
06Subaru
70.7
9.9%AI Mode—68kbb.com
07Goodyear
70.3
9.8%AI Mode—68performanceplustire.com
08Honda
68.3
9.6%AI Mode—65kbb.com
09Toyota
67.7
9.5%AI Mode—64kbb.com
10Kia
67.2
9.4%AI Mode—62consumerreports.org
10 ranked · visibility is a six-month averageTop source = most frequent source in answers mentioning the brand · Δ compares Oct with Sep

Most-Cited Domains

The answer supply chain
Most-cited domains in AI answers for Auto Manufacturers & Parts
#DomainCitation shareΔ vs last month
01youtube.com
10.8%
▲ 6.0
02yahoo.com
4.7%
—
03reddit.com
4.5%
—
04facebook.com
4.2%
▲ 1.6
05consumerreports.org
4.0%
—
06kbb.com
3.9%
—
07jalopnik.com
3.6%
—
08qz.com
3.6%
—
09tires-easy.com
3.6%
—
10usatoday.com
3.3%
—
Top 10 of 1k domains observedΔ compares Oct with Sep, in percentage points

Prompts, Topics & Movers

What's driving this month's answers

Sampled prompts

Prompts sampled for Auto Manufacturers & Parts, with distinct brands named and sources cited
#PromptBrandsSources
01Luxury car brands with strong reliability16171
02Auto brands with strong resale value2296
03Tire manufacturers offering long tread life1686
04Which car brands rank highest for safety?2684
05أنهي كاوتش المداس بتاعه بيقعد فترة طويلة؟411
5 of 33k sampledDistinct brands named & sources cited

Biggest movers

Oct vs Sep
Rising
Michelinscore 75.2
▲ 16.0
Lexusscore 75.4
▲ 5.7
Falling
Mazdascore 74.1
▼ 7.1
BYDscore 73.2
▼ 4.6
4 ranked brands scored in both Sep and OctIndustry avg ±8.3/mo

Global Search Demand

Where this industry's questions originate
2,490,717 searches sampled
Tracked markets for Auto Manufacturers & Parts, by sampled search volume
#CountrySearch volume
01United States1.6M
02Canada422K
03United Kingdom138K
04Australia101K
05Egypt66K
06Germany49K
07Italy35K
08Japan25K
09United Arab Emirates18K
10Saudi Arabia15K
11France14K
12Singapore8K
12 tracked markets
This edition

What Changed This Month

Lexus leads Auto Manufacturers & Parts this edition with a visibility score of 75.4, ahead of Michelin at 75.2.

youtube.com is the most-cited source grounding auto manufacturers & parts answers, at roughly 10.8% of citations. Brand-owned pages account for 1.5% — the rest of the answer supply chain runs through third-party sources.

The median visibility score across ranked auto manufacturers & parts brands is 71.2, and a score above 67.2 reaches the industry top ten.

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Where Does Your Brand Stand in AI Search?

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What you get
  • Visibility score
  • Industry rank
  • Brands ahead of you
  • Model and source gaps
Our Methodology

Our Approach to Gathering AI Visibility Data

We process millions of real prompts across AI Mode, ChatGPT, Copilot and Perplexity, then track which brands, products, and domains show up in the answers. That's the raw data behind every score in the Index.

Real Intent Capture

This data results from processing millions of real user prompts. We use advanced semantic and agentic processing to categorize them and define intent, filtering out noise to focus on high-value queries.

Global Model Interrogation

We run these prompts across the tracked models and across every market we cover, so each market is scored on its own answers rather than on a global average applied everywhere.

Attribution Mapping

We analyze the generated answers to capture the "Kingmaker" domains: the specific sources models cite most often in the answers that name a brand, so you can see which sources the models lean on where you appear and where you do not.

Three-dimensional logo of Goodie, an end-to-end AI search visibility platform.
FAQ · Auto Manufacturers & Parts

Questions?
We Have
the Answers.

Lexus currently leads AI search visibility in auto manufacturers & parts with a Goodie visibility score of 75.4, measured across the tracked AI models.

youtube.com is the most-cited source in auto manufacturers & parts AI answers, grounding roughly 10.8% of citations in this industry.

The median score among ranked auto manufacturers & parts brands is 71.2. A score above 67.2 places a brand in the industry top ten.

Each edition samples the same tracked prompt set across the models Goodie follows, then ranks brands by how often they are named in those answers.

Monthly. Each edition re-samples the tracked prompt set so month-over-month figures are directly comparable.