vendor · insurance
Armilla AI vs Vouch
45 fields both were evaluated on, 16 of them different — including where one discloses something the other does not. Every value links to the document it came from. 29 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | Armilla AI | Vouch |
|---|---|---|
| Insurance available· | Yes - affirmative AI insurance covering AI failure modes “Armilla provides named, affirmative AI insurance that responds to those failure modes directly”www.armilla.ai · checked Jul 30, 2026 | Insurance services provided through Vouch Specialty Insurance Services, LLC “Insurance services provided by Vouch Specialty Insurance Services, LLC.”vouch.us · checked Sep 23, 2026 |
| Insurance carriers· | Lloyd's market: Armilla Insurance Services acts as a Coverholder at Lloyd's, and the affirmative AI liability product is underwritten by certain underwriters at Lloyd's. “Armilla Insurance Services is a Coverholder at Lloyd's. Affirmative AI Liability Insurance is underwritten by certain underwriters at Lloyd's.”www.armilla.ai · checked Sep 11, 2026 | no public information vouch.us · checked Jul 31, 2026 |
| Regulatory alignment· | Positions its regulatory-violations coverage explicitly against named AI regulation, including the Colorado AI Act and EU AI Act's "high-risk" AI system category. “AI Model Regulatory Violations : Defense costs and fines for actions or investigations into AI underperformance, including “high-risk” AI systems (e.g. Colorado AI Act, EU AI Act).”www.armilla.ai · checked Sep 11, 2026 | no public information vouch.us · checked Jul 31, 2026 |
| Settlement mechanism· | Offers an "AI Performance Warranty": the vendor states that if an insured AI system fails to perform as promised, the warranty funds the customer remedy. “AI Performance Warranty Back your AI with a clear assurance: if an AI system fails to perform as promised, the warranty funds the customer remedy.”www.armilla.ai · checked Sep 11, 2026 | no public information vouch.us · checked Jul 31, 2026 |
| Service type· | “Purpose-built AI insurance for generative AI and AI agents.”www.armilla.ai · checked Jul 30, 2026 | |
| Regulatory status· | Armilla Insurance Services is stated to be a Coverholder at Lloyd's, with its Affirmative AI Liability Insurance underwritten by certain underwriters at Lloyd's. “Armilla Insurance Services is a Coverholder at Lloyd's. Affirmative AI Liability Insurance is underwritten by certain underwriters at Lloyd's.”www.armilla.ai · checked Sep 11, 2026 | Broker - the page self-describes as "the insurance broker for leaders". No license number, admitted status or regulator is published on the page checked. “The insurance broker for leaders”vouch.us · checked Jul 31, 2026 |
| Underwriting backing· | Swiss Re (reinsurer) publicly backs Armilla's model-verification work, per a testimonial from its Senior Underwriter, Special Risks; underwriting capacity otherwise sits with Lloyd's underwriters. “Gianni Biason Swiss Re Senior Underwriter, Special Risks “We are happy to support Armilla as a leading provider of accurate and thorough model verification, and we’re hopeful that our work together will move the industry forward in producing more trustworthy machine learning products.””www.armilla.ai · checked Sep 11, 2026 | Page announces Hiscox is to acquire Corix, Vouch's underwriting division; the page does not state the deal has closed “Hiscox to acquire Corix, the underwriting division of Vouch, bringing more coverage options to Vouch clients.”vouch.us · checked Aug 19, 2026 |
| Client types· | Businesses deploying AI, addressed on two axes the page names: compliance with AI regulations and industry standards, and risk transfer for AI disruptions from non-breach security issues to performance failures. “Businesses, Innovate Without Fear Clear Compliance: Build confidence in your AI compliance with AI regulations and industry standards. Risk Transfer: Offload the financial burden of AI disruptions, from non-breach security issues to performance failures.”www.armilla.ai · checked Sep 11, 2026 | Technology, healthcare & life sciences, professional services and financial services companies “Trusted by 6,000+ companies in technology healthcare & life sciences professional services financial services”vouch.us · checked Jul 31, 2026 |
Safety
| Field | Armilla AI | Vouch |
|---|---|---|
| Red teaming· | States it provides AI specialists for stress testing and red teaming as part of its risk-assessment service to businesses. “We provide AI specialists to help with robust stress testing, red teaming, and more.”www.armilla.ai · checked Sep 11, 2026 | no public information vouch.us · checked Jul 31, 2026 |
Practicality
| Field | Armilla AI | Vouch |
|---|---|---|
| Availability· | no public information www.armilla.ai · checked Sep 11, 2026 | Vendor advertises "81% same-day quoting"; the page does not state what that share is of (policies, quotes or applications). “81 % same-day quoting”vouch.us · checked Sep 23, 2026 |
| Supported regions· | Availability is jurisdiction-dependent: the product is surplus-lines insurance, not offered everywhere, and sold only through licensed surplus-lines brokers. “Coverage may not be available in all jurisdictions and is offered only through properly licensed surplus lines brokers.”www.armilla.ai · checked Sep 11, 2026 | Product availability varies by state; the page does not state the full list of states or countries served “Not all products available in all states.”vouch.us · checked Aug 19, 2026 |
| Support model· | Broker-facing support tier described as "white-glove": dedicated resources, training and co-marketing for appointed brokers. “Dedicated Broker Support : White-glove resources, training, and co-marketing to help you succeed.”www.armilla.ai · checked Sep 11, 2026 | Claims advocacy team steps in early and advocates for the client “We step in early, advocate fiercely, and help you move through it without losing momentum.”vouch.us · checked Sep 23, 2026 |
Impact
| Field | Armilla AI | Vouch |
|---|---|---|
| User base· | Named customer testimonials: WorkTango Inc., SkyHive (now part of Cornerstone OnDemand), Private AI, Accend, and hireEZ. “Nadir Ebrahim WorkTango Inc. CPO “We needed absolute certain that our AI capability could process employee feedback accurately and without bias. Going through the Armilla process gave us the confidence to launch this capability across our customer base, knowing we were delivering a solution that truly serves our customers and their employees.” Mohan Reddy SkyHive (now part of Cornerstone OnDemand) CTO "Armilla's third-party certification and warranty played a key role in highlighting the performance and fairness of our AI models, which made our business even more attractive to customers, and aligned with our acquirer's shared commitment to ethical and responsible AI." Patricia Thaine Private AI CEO "Armilla AI’s third party verification and warranty on the performance and accuracy of our AI-powered de-identification solution has been a powerful asset in sales cycles, helping accelerate discussions with large enterprises." Joseph Zhou Accend Co-Founder "We needed to include an independent audit of our LLM-based risk assessment as part of a response to an RFP from a large fintech. Armilla AI conducted a comprehensive and efficient assessment, helping us meet this requirement within a tight timeline, and, unlike other third-party auditors, were able to offer a warranty guaranteeing our system KPIs. We’d highly recommend working with them." Walter Zhang hireEZ Legal Counsel "Armilla AI provided an efficient and comprehensive bias assessment of our candidate sourcing and matching tools, enabling our team to voluntarily align with regulations such as NYC Local Law 144 and respond to questions from customers."”www.armilla.ai · checked Sep 11, 2026 | |
| Deployment scale· | no public information www.armilla.ai · checked Sep 11, 2026 | |
| Target sectors· | Financial services — banks and credit unions, via the MKIII AI loan-decisioning case study. “MKIII helps banks and credit unions confidently approve more borrowers with an AI Loan Decision Model trained on millions of historical loans.”www.armilla.ai · checked Sep 11, 2026 | Serves technology, healthcare and life sciences, professional services, and financial services companies “Trusted by 6,000+ companies in technology healthcare & life sciences professional services financial services”vouch.us · checked Sep 23, 2026 |
| High-risk domains· | AI-driven lending and credit decisioning for banks and credit unions, via the MKIII case study. “MKIII helps banks and credit unions confidently approve more borrowers with an AI Loan Decision Model trained on millions of historical loans.”www.armilla.ai · checked Sep 11, 2026 | no public information vouch.us · checked Jul 31, 2026 |
Disclosed by neither
Both Armilla AI and Vouch publish nothing on these 29 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 29 identical table rows. Each is shown with its source check on the individual profiles.
- Documented incidents
- Pricing model
- Price point
- Deployment options
- Integrations
- Protocols supported
- API access
- Open source
- Marketplace presence
- Safety evaluations
- Safety policy
- Usage restrictions
- Model or system card
- Incident reporting
- Third-party evaluations
- Data handling
- Coverage limits
- Indemnification
- Liability cap
- Audit trail
- Tamper-evident log
- Explainability
- Runtime governance
- Permission scopes
- Compliance certifications
- Outcome-based pricing
- Dispute process
- SLA terms
- Evaluation coverage
Questions
- How do Armilla AI and Vouch compare on user base?
- Armilla AI: Named customer testimonials: WorkTango Inc., SkyHive (now part of Cornerstone OnDemand), Private AI, Accend, and hireEZ.. Vouch: 6,000+ companies insured.
- How do Armilla AI and Vouch compare on deployment scale?
- Armilla AI: no public information disclosed. Vouch: 6,000+ companies insured.
- How do Armilla AI and Vouch compare on target sectors?
- Armilla AI: Financial services — banks and credit unions, via the MKIII AI loan-decisioning case study.. Vouch: Serves technology, healthcare and life sciences, professional services, and financial services companies.
- How do Armilla AI and Vouch compare on high-risk domains?
- Armilla AI: AI-driven lending and credit decisioning for banks and credit unions, via the MKIII case study.. Vouch: no public information disclosed.
- How do Armilla AI and Vouch compare on availability?
- Armilla AI: no public information disclosed. Vouch: Vendor advertises "81% same-day quoting"; the page does not state what that share is of (policies, quotes or applications)..
- How do Armilla AI and Vouch compare on supported regions?
- Armilla AI: Availability is jurisdiction-dependent: the product is surplus-lines insurance, not offered everywhere, and sold only through licensed surplus-lines brokers.. Vouch: Product availability varies by state; the page does not state the full list of states or countries served.