Pep Boys vs Carma

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

Carma leads in AI visibility (89 vs 40)
Pep Boys logo

Pep Boys

UnknownAutomotive

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
#537 of 1158
AI Consensus
80%
Trend
down
Per Platform
ChatGPT
41
Perplexity
44
Gemini
36

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
A89
Category Rank
#6 of 1158
AI Consensus
65%
Trend
stable
Per Platform
ChatGPT
83
Perplexity
93
Gemini
91

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
89
#537
Category Rank
#6
80
AI Consensus
65
down
Trend
stable
41
ChatGPT
83
44
Perplexity
93
36
Gemini
91
42
Claude
93
38
Grok
81

Key Details

Category
General
General
Tier
Unknown
Leader
Entity Type
company
company

Track AI Visibility in Real Time

Monitor how your brand performs across ChatGPT, Gemini, Perplexity, Claude, and Grok daily.