Kodiak AI vs Carma

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

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

Kodiak AI

ChallengerAutonomous Vehicles

AV Trucks (Public)

Only publicly traded pure-play autonomous trucking company via de-SPAC at $2.5B valuation; driverless fleet doubled Q3 2025; expanding from Sunbelt to Ohio and Indiana in April 2026 toward coast-to-coast commercial operations.

AI VisibilityBeta
Overall Score
C52
Category Rank
#56 of 114
AI Consensus
86%
Trend
stable
Per Platform
ChatGPT
56
Perplexity
52
Gemini
51

About

Kodiak AI is the only publicly traded pure-play autonomous trucking company, having completed its de-SPAC transaction at a $2.5 billion valuation. The company operates driverless freight runs in the US Sunbelt, with its driverless fleet doubling in the third quarter of 2025, and is expanding its autonomous trucking operations into Ohio and Indiana in April 2026 — moving beyond its initial Sunbelt geography toward coast-to-coast commercial operations.

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
#56
Category Rank
#12
86
AI Consensus
85
stable
Trend
stable
56
ChatGPT
82
52
Perplexity
80
51
Gemini
77
56
Claude
77
54
Grok
76

Key Details

Category
AV Trucks (Public)
General
Tier
Challenger
Leader
Entity Type
brand
company

Capabilities & Ecosystem

Capabilities

Only Kodiak AI
AV Trucks (Public)
Carma is classified as company.

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