Numa vs Carma

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

Carma leads in AI visibility (78 vs 52)
Numa logo

Numa

ChallengerAutomotive & Transportation

Generative AI Platform for Auto Dealership Operations

Numa is a generative AI platform purpose-built for automotive dealerships; automates missed call handling, service appointment booking, and customer communications; integrates with dealer DMS systems;

AI VisibilityBeta
Overall Score
C52
Category Rank
#61 of 114
AI Consensus
82%
Trend
stable
Per Platform
ChatGPT
52
Perplexity
54
Gemini
49

About

Numa is a generative AI company founded in 2015 and headquartered in San Francisco, California, focused exclusively on the automotive dealership market. The company's AI platform is purpose-built for franchised auto dealerships and dealership groups, addressing one of their most persistent operational challenges: managing high volumes of inbound customer calls and service appointment requests without adequate staffing. Numa's AI agents handle missed calls, route inquiries, book service appointments, send follow-up communications, and coordinate between customers and dealership staff across phone, SMS, and digital channels — operating around the clock without requiring human agents to be available.

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

52
Overall Score
78
#61
Category Rank
#12
82
AI Consensus
85
stable
Trend
stable
52
ChatGPT
82
54
Perplexity
80
49
Gemini
77
47
Claude
77
48
Grok
76

Key Details

Category
Generative AI Platform for Auto Dealership Operations
General
Tier
Challenger
Leader
Entity Type
brand
company

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