Frequently Asked Questions

Enterprise deployment, compliance, and business impact

How does Mari-OS help us meet regulatory compliance requirements?

Mari-OS provides complete audit trails for every AI decision, ensuring full traceability required by regulators in healthcare (HIPAA), finance (SOX, FINRA), and government (FedRAMP). Every interaction is logged with timestamps, user context, and decision provenance. Bounded AI conversations prevent hallucinations that could create compliance risk. The platform is designed from the ground up to meet enterprise security and compliance standards.

What kind of ROI can we expect from Mari-OS?

Organizations typically see value within weeks instead of months. Deploy AI tools in days rather than quarters, eliminating costly custom development cycles. Zero schema migrations mean no database downtime or migration project costs. Open model architecture reduces AI infrastructure costs by 70% or more compared to proprietary solutions. Teams can focus on strategic work instead of manual data processing and report generation.

How does Mari-OS integrate with our existing systems?

Mari-OS is built for seamless enterprise integration. Enterprise OAuth connects with your existing identity management. PostgreSQL backend integrates with standard enterprise data infrastructure. API-first design allows connection to your current tools and workflows without disruption. Your teams continue using familiar systems while gaining AI capabilities—no platform migration required.

What security measures does Mari-OS provide?

Mari-OS employs multiple security layers: secure architecture that eliminates common attack vectors, Google authentication for identity verification, PostgreSQL for encrypted data persistence, and role-based access control for sensitive data. The platform is designed to meet bank-grade security requirements and deploy confidently in regulated industries.

How quickly can we deploy Mari-OS?

Initial deployment typically takes days, not months. Turn your business processes into AI-powered tools within the first sprint. Revolutionary architecture eliminates traditional schema migration delays—your database evolves automatically as your needs change. Organizations start seeing measurable value within the first few weeks of deployment.

What happens to our data?

Your data remains in your enterprise PostgreSQL database under your complete control. Mari-OS provides the AI orchestration layer while your sensitive data never leaves your security perimeter. All data access is logged for audit purposes, and role-based access control ensures only authorized users can access sensitive information.

How do we explain AI decisions to stakeholders?

Mari-OS transforms AI from a black box into a trusted decision-support partner. Every AI conclusion includes traceable reasoning that stakeholders can review. Board members, auditors, and regulators can see exactly how decisions were reached. Built-in audit trails provide the documentation needed for regulatory reviews and stakeholder confidence.

What's the pricing model?

Mari-OS offers two pricing tiers: enterprise site licensing for organization-wide deployment, and per-seat pricing for teams and departments. Contact us for custom pricing tailored to your compliance requirements and scale. Open model architecture means you pay pennies per AI request while maintaining frontier-model quality.

When will Mari-OS be available?

Mari-OS will be available in January 2026. Early access partnerships are being established now with select enterprise customers in regulated industries. Join the early access program to shape the platform's development and gain competitive advantage with faster AI deployment capabilities.

What industries is Mari-OS designed for?

Mari-OS is purpose-built for regulated industries where trust, compliance, and auditability are paramount: healthcare, financial services, government, and insurance. Any organization that needs to demonstrate AI decision accountability to regulators, auditors, or boards will benefit from Mari-OS's built-in compliance and transparency features.