IQVIA vs Armilla AI

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

IQVIA leads in AI visibility (83 vs 37)
IQVIA logo

IQVIA

LeaderHealthcare Tech

Enterprise

World's largest CRO and healthcare data company; $15.2B FY2024 revenue; 1B+ patient records; powers pharma R&D and commercial analytics; benefits from GLP-1 and oncology pipeline boom.

AI VisibilityBeta
Overall Score
A83
Category Rank
#197 of 290
AI Consensus
50%
Trend
stable
Per Platform
ChatGPT
86
Perplexity
82
Gemini
93

About

IQVIA Holdings is the world's largest contract research organization (CRO) and leading provider of healthcare data and analytics, formed in 2016 through the $9 billion merger of IMS Health (healthcare information and technology services) and Quintiles Transnational Holdings (clinical research services), headquartered in Durham, North Carolina and trading on NYSE (IQV). The company generated approximately $15.2 billion in revenues for FY2024 under CEO Ari Bousbib, who led both legacy companies and has driven the combined entity to become an indispensable partner to pharmaceutical and biotechnology companies across the drug development lifecycle—from clinical trial design and execution through regulatory approval and commercial launch analytics.

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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

83
Overall Score
37
#197
Category Rank
#211
50
AI Consensus
57
stable
Trend
up
86
ChatGPT
42
82
Perplexity
44
93
Gemini
36
94
Claude
45
74
Grok
28

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