Shadeform vs Momentic

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

Momentic leads in AI visibility (71 vs 27)
Shadeform logo

Shadeform

EmergingInfrastructure

Cloud Services

SF YC S23 GPU cloud marketplace at $1M revenue Jun 2024 with 5 employees; $500K seed with unified API across 20+ GPU clouds (Lambda/Nebius/Crusoe) solving GPU shortage competing with CoreWeave for ML infrastructure access.

AI VisibilityBeta
Overall Score
D27
Category Rank
#61 of 85
AI Consensus
65%
Trend
up
Per Platform
ChatGPT
35
Perplexity
22
Gemini
30

About

Shadeform is a San Francisco-based GPU cloud marketplace — backed by Y Combinator (S23) with $500,000 in seed funding from Charlotte Fund, Gravity Fund, Soma Capital, Y Combinator, and 7 additional investors — providing ML engineers, data scientists, and enterprises with a unified API and console for accessing and deploying GPU workloads across 20+ GPU cloud providers including Lambda Labs, Nebius, and Crusoe, achieving $1 million in annual revenue in June 2024 with a 5-person team. Founded in 2023 by Ed Goode and Ronald Ding, Shadeform addresses the GPU shortage and cloud fragmentation problem by aggregating GPU supply across multiple providers behind a single interface with smooth provisioning.

Full profile
Momentic logo

Momentic

LeaderInfrastructure

Cloud Services

AI-native end-to-end testing with natural language test creation and self-healing; $19.2M raised, 2B+ steps executed serving Notion, Webflow, Retool at 200M+ monthly steps.

AI VisibilityBeta
Overall Score
B71
Category Rank
#2 of 85
AI Consensus
83%
Trend
up
Per Platform
ChatGPT
76
Perplexity
73
Gemini
69

About

Momentic is a San Francisco-based AI-native automated testing platform that enables development teams to create, execute, and maintain end-to-end tests using natural language — eliminating the traditional QA bottleneck where engineers write fragile selector-based test scripts that break every time the UI changes. Founded in late 2023 and backed by Standard Capital ($15 million Series A) with $19.2 million total raised, Momentic serves notable customers including Notion, Webflow, and Retool, achieving 2 billion+ total test steps executed and 2,600+ active users processing 200 million+ test steps per month.

Full profile

AI Visibility Head-to-Head

27
Overall Score
71
#61
Category Rank
#2
65
AI Consensus
83
up
Trend
up
35
ChatGPT
76
22
Perplexity
73
30
Gemini
69
35
Claude
71
36
Grok
70

Key Details

Category
Cloud Services
Cloud Services
Tier
Emerging
Leader
Entity Type
brand
brand

Capabilities & Ecosystem

Capabilities

Shared
Cloud Services

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