Armilla vs
WithCoverage
Compare outsourced insurance-program management with a specific AI underwriting and assessment engagement.
Introduction
A finance team without an internal risk manager may need help deciding where AI belongs in the company’s insurance program before buying another policy. WithCoverage offers an initial policy audit while the existing broker remains in place, then broader brokerage and risk-management services. Armilla offers specialist AI assessment and risk transfer. The first question is whether the immediate gap is program coordination, a model-specific contract, or both. 12 10 6
Where Each Provider Shines
Where Armilla Shines
Where WithCoverage Shines
Coverage Comparison
| Coverage Type | Armilla | WithCoverage |
|---|---|---|
| Builders risk | Not listed | Listed 14 |
| Cargo and transit | Not listed | Listed 13 |
| Commercial property | Not listed | Listed 14 |
| Cyber liability | Not listed | Listed 12 |
| Directors and officers | Not listed | Listed 12 |
| General liability | Not listed | Listed 14,15 |
| Generative AI liability | Listed 3 | Not listed |
| Liquor liability | Not listed | Listed 15 |
| Product liability | Not listed | Listed 13 |
| Product recall | Not listed | Listed 13 |
| Professional liability / E&O | Not listed | Listed 12 |
| Umbrella and excess liability | Not listed | Listed 14 |
| Workers’ compensation | Not listed | Listed 14,15 |
Listed products and programs, including policies arranged through insurers or partners. Optional endorsements are discussed in the analysis below. “Not listed” means no separate offering appears in the reviewed catalogue; confirm availability and policy terms with the provider.
Key Differences Between Armilla and WithCoverage
An Audit Can Precede a Broker Appointment
WithCoverage says the initial review compares coverage, limits and premiums with market benchmarks. Its portfolio materials separately describe a broker-of-record transfer, which changes the broker rather than the policy. Armilla’s assessment is instead concerned with the AI system. A business can distinguish those discovery steps before deciding who should handle placement; neither review demonstrates that new coverage has been bound. 12 18 5 1
The Program Decision May Include Keeping Risk
WithCoverage’s advisor materials describe contract changes and larger deductibles as possible strategies. Armilla’s offering concerns transferring specified AI risks or backing a performance remedy. Compare the amount and kind of risk left with the business, not just the presence of an AI policy or a lower program premium. The records do not establish that WithCoverage places Armilla or that its policy audit includes technical model validation. 19 12 2
WithCoverage also describes a named risk manager and specialist team, but its portfolio disclosure says it does not provide legal services. That matters when an AI customer contract needs both insurance review and legal interpretation: identify the deliverable and do not infer legal representation from attorney involvement. 15 18
Compare the Engagement Cost with the Product Cost
WithCoverage typically describes a flat fee agreed before work begins, while allowing commission arrangements and other charges. Armilla’s public disclosures do not provide a complete insurance-specific cost schedule. A program-management fee and an AI policy premium purchase different things; ask for a combined budget showing advisory work, placement compensation, technical testing and retained losses. 13 11 6 7
What to Confirm in Quotes
- Ask what the initial audit will establish about existing AI-related wording and which conclusions require a separate model assessment. 12 5
- Identify any proposed broker transfer, specialist market access, legal-service boundary and ongoing responsibilities for the AI contract. 18 19 6
- Compare all fees and retained exposures, then confirm California eligibility and actual insurance or warranty counterparties. 13 11 1 4
Service Comparison
Armilla vs WithCoverage: documented services and availability
| Criteria | Armilla | WithCoverage |
|---|---|---|
| Business role | Armilla markets AI liability insurance, performance warranties and model assessments. It describes its insurance operation as a managing general agent (MGA), an intermediary with underwriting responsibilities, and names Armilla Insurance Services as a Lloyd’s coverholder. These descriptions do not make Armilla the risk-bearing insurer. 3,1,6 Florida’s corporate registry lists Armilla Insurance Services Inc., a Delaware corporation. This establishes a corporate identity, not an insurance license or authority to place a California risk. 8 | WithCoverage combines commercial insurance brokerage, a risk-management team and software for growing businesses. You can have existing policies reviewed, compare insurance options and manage the program with its team. 9,10,17 The terms name With Coverage Inc. and With Coverage Insurance Services LLC. The latter also appears in a Mississippi corporate filing under insurance agencies and brokerages. These identify the business entities; the terms assign policy obligations to the issuing insurer. 11,22 |
| Application process | Armilla’s insurance FAQ says to begin with an AI risk assessment, followed by a tailored insurance or warranty plan. The site directs buyers to contact its team; coverage requires written confirmation and completion of underwriting requirements. 2,1 | WithCoverage offers an initial policy audit without requiring you to leave your broker. It says the review compares existing coverage, limits and premiums with market benchmarks. Its technology FAQ puts the assessment at usually one business day after receiving policy documents, with longer timing for multiple entities or locations. 12 The public review form starts with contact details and then asks about the company, industry and annual insurance spending. It requests a conversation about your program; it does not display an insurance price. 12 The portfolio page describes appointing WithCoverage on existing policies by signing a broker-of-record letter. This changes your broker, not the policy itself. The page says the transfer has no additional charge. 18 For its portfolio offering, WithCoverage describes a digital application transferred into insurers’ applications and an advisor-prepared comparison of options. 18 At the time of research, the page linked as Privacy Policy displayed the terms-of-service text rather than a separate detailed privacy notice. Before sharing policy or claims files, request the applicable privacy notice and document-retention terms. 23 |
| Fees and compensation | Armilla advertises commissions to brokers without publishing rates on the reviewed broker page. Its website terms allow service fees but do not provide an insurance-specific fee schedule. Premiums, assessment costs and any broker or policy charges need an itemized quote. 6,7 | WithCoverage says it typically agrees a flat fee before work begins, so compensation does not rise with the premium. Its consumer FAQ also allows commission-based arrangements. The public pages do not give a standard fee amount. 13 The terms allow premiums, commissions, installment, service, cancellation and flat fees disclosed with the service. A flat advisory fee therefore should not be read as an all-inclusive insurance price. 11 The solution page advertises average savings of 20–40% for clients spending over $1 million annually on insurance and risk-management services. It does not provide the sample size, measurement period or calculation needed to establish a comparable result for your business. 16 Industry pages show the same 20–40% figure as annual policy savings without repeating the solution page’s spending threshold. The broader presentation does not establish savings for smaller accounts. 16,12,13 |
| Servicing and renewals | Armilla Verified evaluates model performance, fairness, security and robustness. Armilla describes scoping, testing, remediation support and an internal report, with a badge conditional on meeting benchmarks. Optional monitoring and retesting are offered as models change. 5 The reviewed assessment and insurance pages do not disclose insurance renewal procedures or whether ongoing model monitoring is included in the premium. Optional assessment support should be priced and scoped separately in the proposal. 5,2 | WithCoverage describes a named risk manager backed by attorneys and claims specialists, handling renewals, certificates of insurance and account questions. Its platform brings policies, claims, certificates, exposures and renewal communications together. 15,9 The portfolio page says WithCoverage is not a law firm and does not provide legal services. Confirm what its attorneys’ involvement includes. 18 The portfolio page promises no fee to end its broker-of-record appointment and data return on request. Confirm the service agreement and separate policy cancellation charges. 18,11 Its advisor recruitment materials describe contract changes and larger deductibles as possible strategies. Ask which risks the proposal leaves with your business. 19 |
Sources
Armilla Official Website
- Armilla: AI Insurance. Armilla; Affirmative Insurance Built for AI Risk; Risk Teams; footer surplus-lines and Lloyd’s disclosures. Accessed 2026-09-16.
- AI Insurance – Lloyd’s Coverholder | Armilla AI. Armilla; Armilla Insured; Armilla Guaranteed; FAQ: getting started, warranty classification, claims framework and exclusions. Accessed 2026-09-16.
- Armilla AI Insurance Brief. Armilla; MGA introduction; Tailored Protection for AI Pioneers / Sample Coverage Areas; Industry Protection. Accessed 2026-09-16.
- AI Performance Warranty Brief. Armilla; Opening partner disclosure; AI Performance, Guaranteed; Real-World Protection Examples. Accessed 2026-09-16.
- Armilla Assessments: AI Verification & Red-Teaming. Armilla; Active AI Risk Assessment; FAQ: testing process, ongoing support and starting an assessment. Accessed 2026-09-16.
- Armilla for Brokers: Specialized AI Coverage. Armilla; Coverage Options; Competitive Commissions; Flexible, Tech-Enabled Underwriting; broker appointment FAQ. Accessed 2026-09-16.
- Armilla Terms of Service. Armilla; Last updated April 5th, 2023; sections 1 Agreement to Terms and 4 Fees and Payment. Accessed 2026-09-16.
- Detail by Entity Name: ARMILLA INSURANCE SERVICES INC.. Florida Department of State, Division of Corporations; Entity name; Filing Information; document F24000002598 (corporate registration, not insurance licensing). Accessed 2026-09-16.
WithCoverage Official Website
- Commercial Insurance & Risk Management. WithCoverage; Industry navigation; Your Risk Management Team; AI Analyzes; One Digital Platform tabs and policy-management showcase. Accessed 2026-09-15.
- About WithCoverage. WithCoverage; Opening description of risk management for businesses without an in-house team. Accessed 2026-09-15.
- Terms & Conditions. WithCoverage; Last revised June 28, 2024; §1 entities; §§7–8 availability and insurer obligations; §9 fees and charges. Accessed 2026-09-15.
- Technology Insurance & Risk Management. WithCoverage; Opening coverage description; policy-review request form; Have Questions? answers on the audit, broker change and assessment timing. Accessed 2026-09-15.
- Consumer Insurance & Risk Management. WithCoverage; Opening coverage description; Have Questions? answers on account management and flat-fee or commission compensation. Accessed 2026-09-15.
- Construction Insurance & Risk Management. WithCoverage; Opening coverage description; Have Questions? program-audit answer. Accessed 2026-09-15.
- Restaurant Insurance & Risk Management. WithCoverage; Opening coverage description; Have Questions? account-management answer. Accessed 2026-09-15.
- Risk Management & Commercial Insurance Solution. WithCoverage; Measurable Impact savings figure and spending-threshold footnote; Develop Risk Management Plan; Manage Claims & Safety Procedures. Accessed 2026-09-15.
- WithCoverage Raises $42M Series B. WithCoverage; Founders’ letter: WithCoverage fixes this in 3 key ways; complimentary risk assessment. Accessed 2026-09-15.
- Private Equity Portfolio Risk Management. WithCoverage; How We Earn Your Trust; One Master Application; Competitive Quoting Process; Policy Proposal and Comparison; footer notes [1]–[3] and [5]; no-legal-services disclosure. Accessed 2026-09-15.
- Commercial Risk Advisor Careers. WithCoverage; The work: contract changes and retained-risk strategies; Carrier network: direct appointments, wholesale relationships and displayed market names. Accessed 2026-09-15.
- With Coverage Insurance Services LLC — Agent Listing. Liberty Mutual; Named New York agency listing; About us description of insurer access. Accessed 2026-09-15.
- Insurance Licenses By State. WithCoverage; Licenses by state table, including Massachusetts 3002802342 and Maine AGN462479. Accessed 2026-09-15.
- With Coverage Insurance Services LLC — Foreign LLC Filing. Mississippi Secretary of State; Page 1, Business Information: entity name, Delaware organization date August 3, 2023, NAICS 524210; business ID 1410807, filed September 12, 2023. Accessed 2026-09-15.
- Privacy. WithCoverage; Page titled Privacy; June 28, 2024 terms revision date; §§1–12 terms text, including §§2 and 4 on privacy and data collection. Accessed 2026-09-15.
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