Pep Boys vs Carma

Side-by-side comparison of AI visibility scores, market position, and capabilities

Carma leads in AI visibility (78 vs 40)
Pep Boys logo

Pep Boys

EmergingAutomotive

General

Icahn Enterprises (IEP) automotive service and retail chain at 1,000+ US locations; co-located service bays and parts retail competing with AutoZone and Jiffy Lube for vehicle maintenance and tire service.

AI VisibilityBeta
Overall Score
C40
Category Rank
#77 of 114
AI Consensus
82%
Trend
stable
Per Platform
ChatGPT
46
Perplexity
41
Gemini
42

About

Pep Boys is a Philadelphia-founded automotive aftermarket service and retail chain providing vehicle maintenance, tire services, repairs, and auto parts across 1,000+ US service locations — operating as part of Icahn Automotive Group owned by Carl Icahn's Icahn Enterprises (NASDAQ: IEP), which acquired Pep Boys in 2016 for $1 billion. Founded in 1921 by "Manny, Moe & Jack" (Manny Rosenfeld, Moe Mowshowitz, and Gracie Strauss), Pep Boys' service-and-retail co-located model distinguishes it from pure retail auto parts stores (AutoZone, O'Reilly) and pure service chains (Jiffy Lube, Midas) by offering parts purchasing alongside professional installation under one roof with unified customer service.

Full profile
Carma logo

Carma

LeaderAutomotive

General

SF commercial fleet repair marketplace with 24-hour turnaround guarantee and 50% price savings; YC W24 $1.4M revenue competing for the $177B US fleet repair market with vetted service center network.

AI VisibilityBeta
Overall Score
B78
Category Rank
#12 of 114
AI Consensus
85%
Trend
stable
Per Platform
ChatGPT
82
Perplexity
80
Gemini
77

About

Carma is a San Francisco-based B2B marketplace for commercial fleet vehicle repair and maintenance — providing fleet operators with same-day repair access, guaranteed 24-hour turnaround commitments, transparent upfront quotes, and a vetted network of service center partners that collectively deliver 50% median price savings and 30% annual cost reduction for fleet maintenance spending. Founded in 2023 and backed by Y Combinator (W24), Carma generated $1.4 million in revenue in 2024 with 9 employees targeting the $177 billion US fleet repair market and $573 billion global fleet repair and maintenance opportunity.

Full profile

AI Visibility Head-to-Head

40
Overall Score
78
#77
Category Rank
#12
82
AI Consensus
85
stable
Trend
stable
46
ChatGPT
82
41
Perplexity
80
42
Gemini
77
38
Claude
77
43
Grok
76

Key Details

Category
General
General
Tier
Emerging
Leader
Entity Type
company
company

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