NotCo vs Armilla AI

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

Armilla AI leads in AI visibility (37 vs 28)

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
D28
Category Rank
#1 of 1
AI Consensus
73%
Trend
up
Per Platform
ChatGPT
39
Perplexity
38
Gemini
29

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

Armilla AI

EmergingInsurance Tech

General

AI quality assurance with insurance-backed warranties from Swiss Re and Greenlight Re; EU AI Act compliance assessments backed by YC and reinsurance partners for high-risk AI deployments.

AI VisibilityBeta
Overall Score
D37
Category Rank
#211 of 1158
AI Consensus
57%
Trend
up
Per Platform
ChatGPT
42
Perplexity
44
Gemini
36

About

Armilla AI is a third-party AI quality assurance and warranty company that evaluates AI models for organizations deploying AI in regulated or high-stakes contexts — assessing models against EU AI Act and NIST AI Risk Management Framework requirements for risks including bias, hallucination, robustness failures, and adversarial vulnerabilities, then providing performance guarantees backed by insurance coverage from reinsurers Swiss Re, Greenlight Re, and Chaucer. Founded in Toronto, Canada, Armilla raised $6.81 million total including a C$4.5 million seed round in February 2024 from Mistral Venture Partners, MS&AD Ventures, Y Combinator, and its reinsurance partners.\n\nArmilla's model is unique in the AI governance market — rather than just providing compliance reports, Armilla backs its assessments with insurance warranty products. An enterprise deploying a third-party AI model can purchase an Armilla warranty that pays out if the model performs differently than assessed (fails on bias, accuracy, or robustness metrics), transferring AI performance risk to insurance markets that can price and distribute it. This insurance mechanism creates financial accountability for AI quality claims that audit reports alone don't provide.\n\nIn 2025, Armilla competes in the AI governance, risk, and compliance market with Credo AI, Arthur AI, and AI audit firms for enterprise AI risk assessment and compliance tools. The EU AI Act, fully applicable by August 2025 for high-risk AI systems, is driving enterprise compliance urgency — companies deploying AI in hiring, credit scoring, healthcare, and other regulated contexts need third-party conformity assessments. Armilla's insurance-backed warranty differentiates its offering from pure advisory competitors. The reinsurer backing (Swiss Re, Greenlight Re, Chaucer) provides both capital credibility and distribution through insurance broker channels. The 2025 strategy focuses on growing EU AI Act compliance assessments and expanding the warranty product coverage to more AI deployment use cases.

Full profile

AI Visibility Head-to-Head

28
Overall Score
37
#1
Category Rank
#211
73
AI Consensus
57
up
Trend
up
39
ChatGPT
42
38
Perplexity
44
29
Gemini
36
36
Claude
45
31
Grok
28

Capabilities & Ecosystem

Capabilities

Only NotCo
Plant-Based Foods & AI Food Tech

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