Jobber vs Armilla AI
Side-by-side comparison of AI visibility scores, market position, and capabilities
$167.5M revenue 2024 (up from $143.2M 2023); 100K customers; 250K+ home service pros; 27M properties in 60+ countries; 671 employees; $83.8M funding; positive 2025 outlook; home services leader
About
Jobber was founded in 2011 in Edmonton, Canada, with a mission to help small home service businesses — landscapers, cleaners, plumbers, electricians, HVAC technicians — run more professionally and grow faster by giving them business management software purpose-built for their workflows. The company's founders identified that the home services sector was dramatically underserved by enterprise software vendors and that most small operators were managing their businesses through paper, spreadsheets, and consumer apps not designed for field work. Jobber's core technology integrates quoting, scheduling, dispatching, invoicing, payment collection, and client communication in a single mobile-first platform.\n\nJobber's platform covers the full customer lifecycle for home service businesses: online booking and quote requests, job scheduling and crew dispatch, GPS route optimization, time tracking, automated follow-up messages, online payment processing, and client history. The platform is designed for non-technical small business owners and their crews, with a mobile app that field workers use on-site and a web dashboard for office management. Jobber also offers a customer-facing portal where homeowners can approve quotes, make payments, and request repeat service — creating a professional experience that helps small operators compete with larger franchise services.\n\nJobber generated $167.5 million in revenue in 2024, up from $143.2 million in 2023, serving more than 100,000 customers and 250,000-plus home service professionals across more than 27 million properties in 60-plus countries. The company has raised $83.8 million in funding and employs 671 people. Jobber competes with ServiceTitan and Housecall Pro in the home services software market, differentiating through its SMB focus, ease of onboarding, and breadth of workflow coverage at a price point accessible to sole operators and small crews.
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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