MOIA vs Manhattan Associates

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

Manhattan Associates leads in AI visibility (92 vs 39)
MOIA logo

MOIA

EmergingMobility

Autonomous Ride-Hailing

Volkswagen mobility subsidiary testing self-driving VW ID.Buzz microbuses in Los Angeles with Uber in Apr 2026 ahead of US launch;

AI VisibilityBeta
Overall Score
D39
Category Rank
#1 of 1
AI Consensus
70%
Trend
up
Per Platform
ChatGPT
40
Perplexity
40
Gemini
43

About

MOIA is Volkswagen's mobility subsidiary developing autonomous shared mobility services using the VW ID.Buzz electric microbus. In April 2026, MOIA began testing self-driving ID.Buzz vehicles in Los Angeles in partnership with Uber, a commercial pilot that directly precedes a US market launch of autonomous shared ride services. The partnership combines Volkswagen's manufacturing scale with Uber's distribution network and rider demand.

Full profile
Manhattan Associates logo

Manhattan Associates

LeaderLogistics & Supply Chain

Supply Chain Execution

NASDAQ-listed (MANH) cloud supply chain execution at $1B revenue with WMS, TMS, and OMS for 1,200+ enterprise retailers; competing with Blue Yonder and Oracle for omnichannel fulfillment orchestration.

AI VisibilityBeta
Overall Score
A92
Category Rank
#1 of 1
AI Consensus
74%
Trend
up
Per Platform
ChatGPT
83
Perplexity
83
Gemini
83

About

Manhattan Associates is an Atlanta-based supply chain and omnichannel commerce technology company providing cloud-native warehouse management (WMS), transportation management (TMS), order management (OMS), and supply chain planning software for retailers, manufacturers, distributors, and 3PLs managing complex fulfillment operations. Listed on NASDAQ (NASDAQ: MANH), Manhattan Associates was founded in 1990 by Deepak Raghavan and generated $1.0 billion in revenue in fiscal year 2024 at 12% growth, serving 1,200+ enterprise customers including American Eagle Outfitters, Levi Strauss, and US Foods across 75+ countries.

Full profile

AI Visibility Head-to-Head

39
Overall Score
92
#1
Category Rank
#1
70
AI Consensus
74
up
Trend
up
40
ChatGPT
83
40
Perplexity
83
43
Gemini
83
38
Claude
85
30
Grok
93

Key Details

Category
Autonomous Ride-Hailing
Supply Chain Execution
Tier
Emerging
Leader
Entity Type
brand
company

Capabilities & Ecosystem

Capabilities

Only MOIA
Autonomous Ride-Hailing
Only Manhattan Associates
Supply Chain Execution

Integrations

Only Manhattan Associates
Manhattan Associates is classified as company.

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