Qodo vs Armilla AI

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

Qodo leads in AI visibility (49 vs 37)
Qodo logo

Qodo

ChallengerDeveloper Tools & Platforms

AI Code Verification

AI code verification company raised $70M Series B as #1 on Martian Code Review Bench; $120M total raised March 2026; rebranded from CodiumAI; focuses on ensuring correctness of AI-generated code via test generation, code review, and PR analysis.

AI VisibilityBeta
Overall Score
C49
Category Rank
#1 of 1
AI Consensus
55%
Trend
up
Per Platform
ChatGPT
55
Perplexity
60
Gemini
42

About

Qodo (formerly CodiumAI) is an AI code verification company that focuses on ensuring the correctness and quality of AI-generated and human-written code rather than just generating code faster. Founded in Israel and rebranded to Qodo in 2024, the company recognized that as AI coding assistants proliferated, the bottleneck in software development was shifting from code writing to code verification—ensuring that generated code actually does what it is supposed to do. Qodo's platform integrates AI into the testing, review, and verification stages of the development lifecycle.\n\nQodo's product suite includes AI-powered test generation, code review automation, and pull request analysis tools that work within developer workflows in VS Code, JetBrains IDEs, and GitHub. Its Qodo Merge product automates code review with contextual, actionable feedback rather than generic style suggestions. The company achieved the top position on the Martian Code Review Benchmark, a third-party evaluation of AI code review quality, which has become a key proof point in enterprise sales. Target customers are software development teams at enterprises that are shipping increasing volumes of AI-generated code and need systematic quality assurance.\n\nQodo raised a $70M Series B in March 2026, bringing total funding to $120M. Its customer roster includes NVIDIA, Walmart, Red Hat, and Intuit—a group of large enterprises with complex, high-stakes codebases that validates Qodo's enterprise readiness. As AI code generation becomes standard practice, the market for AI code verification and quality assurance is growing proportionally, positioning Qodo at an important and defensible layer of the AI developer tools stack.

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

49
Overall Score
37
#1
Category Rank
#211
55
AI Consensus
57
up
Trend
up
55
ChatGPT
42
60
Perplexity
44
42
Gemini
36
60
Claude
45
57
Grok
28

Capabilities & Ecosystem

Capabilities

Only Qodo
AI Code Verification

Integrations

Only Qodo

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