Normative vs Armilla AI

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

Armilla AI leads in AI visibility (37 vs 35)

Normative

EmergingClimate Technology

Corporate Carbon Accounting

Normative is a carbon accounting software company providing science-based emissions calculation and reduction planning for companies pursuing validated climate targets.

AI VisibilityBeta
Overall Score
D35
Category Rank
#1 of 1
AI Consensus
39%
Trend
up
Per Platform
ChatGPT
26
Perplexity
28
Gemini
45

About

Normative is a Swedish climate technology company founded in 2014 that has raised $35M to provide corporate carbon accounting software based on the most comprehensive emissions factor database available. The company's platform enables businesses to calculate their full greenhouse gas footprint using spend-based, activity-based, and supplier-specific methodologies, covering the complete Scope 1, 2, and 3 inventory required for science-based target setting. Normative operates a proprietary emissions factor database with over 40 million data points that is widely recognized as one of the most comprehensive available, enabling more accurate indirect emissions calculations from procurement and supply chain data. The company targets mid-market and enterprise companies in Europe that are preparing for mandatory sustainability reporting under the EU Corporate Sustainability Reporting Directive. Normative provides both software and advisory services to guide companies through target setting, supply chain engagement, and reporting. The company has built particularly strong capabilities for financial institutions calculating financed emissions in investment and lending portfolios, an emerging requirement under the Partnership for Carbon Accounting Financials framework.

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

35
Overall Score
37
#1
Category Rank
#211
39
AI Consensus
57
up
Trend
up
26
ChatGPT
42
28
Perplexity
44
45
Gemini
36
45
Claude
45
46
Grok
28

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