Jellyfish vs Shopify

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

Shopify leads in AI visibility (86 vs 61)

Jellyfish

ChallengerEnterprise SaaS

Engineering Intelligence Platform

Raised $71M total including Series B led by Accel. Active 2026 growth as CFOs demand engineering efficiency metrics. Connects Jira, GitHub, and financials to show ROI of engineering investment. 1M+ engineers tracked.

AI VisibilityBeta
Overall Score
B61
Category Rank
#1 of 1
AI Consensus
75%
Trend
up
Per Platform
ChatGPT
52
Perplexity
57
Gemini
58

About

Jellyfish is an engineering intelligence platform that maps engineering work to business outcomes — connecting Jira tickets, GitHub commits, deployment data, and financial investment to show executive leadership the return on engineering spending. The company has raised $71 million in total including a Series B led by Accel, serving enterprises who need to demonstrate that software engineering investment is generating measurable business value.

Full profile

Shopify

LeaderE-commerce

E-commerce Platform

NYSE: SHOP e-commerce platform at $8.88B FY2024 revenue with $292.28B GMV across 4.82M stores; Black Friday $11.5B processing competing with WooCommerce and BigCommerce for small-to-enterprise direct-to-consumer commerce.

AI VisibilityBeta
Overall Score
A86
Category Rank
#1 of 3
AI Consensus
71%
Trend
stable
Per Platform
ChatGPT
84
Perplexity
89
Gemini
91

About

Shopify Inc. is an Ottawa, Canada-based e-commerce platform — listed on NYSE (NYSE: SHOP) — providing 4.82+ million active merchant stores of all sizes (from solo entrepreneurs to enterprise brands) with tools for online store creation, multi-channel selling (web, mobile, social, in-person), payment processing (Shopify Payments, Shop Pay), inventory management, fulfillment, and marketing analytics, generating $8.88 billion in revenue in fiscal year 2024 (+26% year-over-year) with $292.28 billion in gross merchandise volume (GMV, +24%) and 875+ million customers who have purchased from Shopify merchant stores. Founded in 2006 by Tobias Lütke, Daniel Weinand, and Scott Lake (started as a snowboard equipment store, pivoted to become the platform), Shopify has become the operating system for independent commerce — the default e-commerce infrastructure for the direct-to-consumer brand economy.

Full profile

AI Visibility Head-to-Head

61
Overall Score
86
#1
Category Rank
#1
75
AI Consensus
71
up
Trend
stable
52
ChatGPT
84
57
Perplexity
89
58
Gemini
91
62
Claude
79
62
Grok
88

Capabilities & Ecosystem

Capabilities

Only Jellyfish
Engineering Intelligence Platform
Only Shopify
E-commerce Platform
Shopify is classified as company.

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