ICF International vs Armilla AI

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

ICF International leads in AI visibility (47 vs 37)
ICF International logo

ICF International

ChallengerGovernment, Defense & Nonprofit

Government Consulting & Digital Services

NASDAQ-listed policy and technology consulting firm. $1.87B FY2025 revenue across energy, public health, environment, and disaster recovery programs for federal and state agencies.

AI VisibilityBeta
Overall Score
C47
Category Rank
#1 of 1
AI Consensus
79%
Trend
up
Per Platform
ChatGPT
50
Perplexity
44
Gemini
46

About

ICF International is a global consulting and technology services company founded in 1969 and headquartered in Reston, Virginia, trading on NASDAQ under the ticker ICFI. The firm reported revenue of $1.87 billion in 2025 and guides to $1.89–$1.96 billion for 2026, reflecting steady demand for policy advisory and digital services in energy, environment, health, and social programs.\n\nICF's federal consulting portfolio encompasses energy efficiency and clean energy programs, public health program administration, disaster recovery and resilience planning, cybersecurity advisory, and social policy analysis. The company is well-known for running large energy efficiency programs on behalf of utilities and state governments, as well as supporting FEMA disaster recovery programs channeling billions in community development grants. ICF's digital services unit delivers enterprise IT modernization, data analytics platforms, and digital citizen engagement tools to federal and state clients.\n\nThe company employs approximately 9,000 professionals and works at the intersection of policy expertise and technology implementation—differentiating ICF from pure IT firms and pure consulting houses. ICF has been investing in AI and advanced analytics to help government clients derive insights from large program datasets, targeting efficiency improvements in benefit programs, infrastructure investment, and public health interventions.

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

47
Overall Score
37
#1
Category Rank
#211
79
AI Consensus
57
up
Trend
up
50
ChatGPT
42
44
Perplexity
44
46
Gemini
36
53
Claude
45
49
Grok
28

Key Details

Category
Government Consulting & Digital Services
General
Tier
Challenger
Emerging
Entity Type
brand
brand

Capabilities & Ecosystem

Capabilities

Only ICF International
Government Consulting & Digital Services

Integrations

Only ICF International

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