NotCo vs Subway

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

Subway leads in AI visibility (81 vs 52)
NotCo logo

NotCo

GrowthFood, Beverage & AgTech

Plant-Based Foods & AI Food Tech

AI food tech unicorn using Giuseppe AI to reverse-engineer animal products from plants; ~$335M revenue; $1.5B valuation backed by Jeff Bezos and a16z; strategic joint venture with Kraft Heinz to develop plant-based versions of iconic CPG products.

AI VisibilityBeta
Overall Score
C52
Category Rank
#144 of 301
AI Consensus
82%
Trend
stable
Per Platform
ChatGPT
50
Perplexity
47
Gemini
55

About

NotCo is a Santiago, Chile-founded food technology company founded in 2015 by Matías Muchnick, Pablo Zamora, and Karim Pichara. The company is best known for its proprietary AI engine, Giuseppe, which analyzes the molecular composition of animal-based foods and identifies optimal plant ingredient combinations to replicate taste, texture, and nutrition. NotCo's consumer brand includes Not Burger, Not Chicken, Not Mayo, Not Milk, and Not Protein.\n\nNotCo has raised $428 million in total funding at a $1.5 billion valuation, backed by investors including Jeff Bezos, Andreessen Horowitz, L Catterton, and Tiger Global. Estimated annual revenue is approximately $335 million. The company has a strategic joint venture with Kraft Heinz to develop plant-based versions of iconic Kraft Heinz products under the NotCo brand, giving it access to mass market retail distribution.\n\nIn 2025, NotCo repositioned itself as a B2B platform business, offering its Concept Quant service — an end-to-end AI-powered product development tool — to CPG brands seeking faster, cheaper food and beverage innovation. This pivot reflects a broader industry shift toward software and AI licensing as a complement to physical product sales in food tech.

Full profile
Subway logo

Subway

LeaderConsumer Food & Beverage

Quick Service Restaurant

Roark Capital-owned global QSR chain with 37,000+ locations in 100+ countries; $9.55B 2023 acquisition with 4,000-unit China expansion deal competing with Jimmy John's and Jersey Mike's for quick-service sandwich market.

AI VisibilityBeta
Overall Score
A81
Category Rank
#14 of 301
AI Consensus
76%
Trend
stable
Per Platform
ChatGPT
85
Perplexity
79
Gemini
78

About

Subway is a Milford, Connecticut-based quick-service restaurant chain — privately owned since Roark Capital Group's acquisition completed in 2023 for approximately $9.55 billion, making it the largest franchise acquisition in restaurant history — operating 37,000+ locations in 100+ countries and serving customizable submarine sandwiches, salads, wraps, and breakfast items in a build-your-own-sub format that made Subway the world's largest restaurant chain by location count (though it has since been surpassed by McDonald's in some rankings). Founded in 1965 by Fred DeLuca and Peter Buck, Subway's Eat Fresh positioning, $5 Footlong era (2008-2012), and franchise-heavy model enabled global reach that few QSR brands have matched. In 2024, Subway added 1,000+ new global locations and signed a commitment for 4,000 units in mainland China over 20 years.

Full profile

AI Visibility Head-to-Head

52
Overall Score
81
#144
Category Rank
#14
82
AI Consensus
76
stable
Trend
stable
50
ChatGPT
85
47
Perplexity
79
55
Gemini
78
49
Claude
85
51
Grok
87

Key Details

Category
Plant-Based Foods & AI Food Tech
Quick Service Restaurant
Tier
Growth
Leader
Entity Type
brand
brand

Capabilities & Ecosystem

Capabilities

Only NotCo
Plant-Based Foods & AI Food Tech
Only Subway
Quick Service Restaurant

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