Winnow Solutions vs Armilla AI

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

Winnow Solutions leads in AI visibility (70 vs 37)

Winnow Solutions

ChallengerFood Tech

AI Food Waste Intelligence

$41.9M total raised. 3,000+ commercial kitchen deployments globally. AI tracks every food discard in real time. IKEA cut waste 54% saving $37M. Deployed at Hilton, Marriott, Accor, Compass Group.

AI VisibilityBeta
Overall Score
B70
Category Rank
#1 of 1
AI Consensus
67%
Trend
up
Per Platform
ChatGPT
64
Perplexity
64
Gemini
68

About

Winnow Solutions is an AI food waste intelligence company that tracks every food discard in commercial kitchens using computer vision and weight sensors, providing chefs and kitchen managers with real-time data on what is being wasted, when, and why. The company has raised $41.9 million in total and deployed its Throw & Go system in 3,000+ commercial kitchens globally across Hilton, Marriott, Accor, Carnival Cruise, and Compass Group. IKEA food services cut food waste by 54% after deploying Winnow, saving $37 million annually across their café operations.

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

70
Overall Score
37
#1
Category Rank
#211
67
AI Consensus
57
up
Trend
up
64
ChatGPT
42
64
Perplexity
44
68
Gemini
36
61
Claude
45
75
Grok
28

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