Docker vs Armilla AI

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

AI visibility is closely matched (41 vs 37)
Docker logo

Docker

EmergingDevOps

Container Platform

$207M ARR 2024 (+25% YoY); $2.1B valuation (15x revenue); 1M+ paid subscriber seats; Container market: $6.12B (2025) → $16.32B (2030), 21.67% CAGR; Docker monitoring market: $889.5M (2024), 26.4% CAGR to 2030

AI VisibilityBeta
Overall Score
C41
Category Rank
#1 of 1
AI Consensus
65%
Trend
up
Per Platform
ChatGPT
49
Perplexity
37
Gemini
38

About

Docker is the company and open-source project that created container technology as the standard unit of software packaging and deployment, founded in 2013 in San Francisco by Solomon Hykes. Docker's original insight — that Linux namespaces and cgroups could be wrapped in a developer-friendly abstraction to create portable, reproducible application environments — transformed how software is built, shipped, and run. The company's mission is to give developers the tools to build, share, and run applications anywhere, from a developer laptop to a cloud data center, without environment inconsistency or dependency conflicts.\n\nDocker's product suite centers on Docker Desktop, the GUI-based local development environment for Mac, Windows, and Linux that packages the Docker Engine, Docker Compose, Kubernetes, and a suite of developer productivity tools into a single subscription product. Docker Hub is the world's largest container registry with millions of official and community images. Docker Scout provides software supply chain security by analyzing container images for vulnerabilities and license compliance. The company also provides Docker Build Cloud, a remote build acceleration service. Docker's tools are foundational infrastructure for the SDLC pipelines of companies ranging from individual developers to large enterprises with complex microservices architectures.\n\nDocker reached $207 million in ARR in 2024, a 25% increase year-over-year, with a $2.1 billion valuation representing a 15x revenue multiple. The company has more than 1 million paid subscriber seats and operates in a container market valued at $6.12 billion in 2025 and projected to grow to $16.32 billion by 2030. Docker's position as the de facto standard for containerization gives it durable mindshare and distribution advantages in the developer tools ecosystem.

Full profile
Armilla AI logo

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

41
Overall Score
37
#1
Category Rank
#211
65
AI Consensus
57
up
Trend
up
49
ChatGPT
42
37
Perplexity
44
38
Gemini
36
38
Claude
45
47
Grok
28

Capabilities & Ecosystem

Capabilities

Only Docker
Container Platform

Integrations

Docker is classified as oss project.

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