Found vs Armilla AI
Side-by-side comparison of AI visibility scores, market position, and capabilities
Found is a banking and tax platform built for self-employed workers, combining a business account with automated tax tracking, estimated payments, and bookkeeping.
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Found is a fintech company founded in 2019 that provides an all-in-one banking and tax solution specifically designed for the self-employed, including freelancers, contractors, gig workers, and solo business owners. The platform combines a business checking account and debit card with automated bookkeeping, real-time tax liability tracking, and automatic quarterly estimated tax payments, addressing the administrative burden that disproportionately affects independent workers who manage their own finances without a finance department. Found raised $60M in Series B funding and serves hundreds of thousands of self-employed customers across industries including creative services, consulting, construction, and gig platforms. The company differentiates from general business banking by deeply integrating tax management, helping users understand their tax exposure in real time and set aside appropriate funds automatically. As the independent workforce continues to grow as a share of the economy, Found addresses an underserved segment that traditional banks have historically ignored in favor of W-2 employed consumers.
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.
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.
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