Industry Applications
From manufacturing to finance, municipality to education — see how MARIA OS adapts decision governance to every industry's unique judgment requirements.
Use Case 1/12
Finance
Speed vs Audit
Return vs Explain
CX vs Fraud
HITL vs Speed
Financial decisions are determined by whether audit and responsibility hold, not by correctness.
Value Scan implements this as the highest-level constraint.
Use Case 2/12
Audit
Speed vs Coverage
Monitor vs Privacy
Detect vs Indep
Fix vs Transparency
Audit value lies in evidence integrity before discovery.
Value Scan implements this as the highest-level constraint.
Use Case 3/12
Manufacturing
Prod vs Safety
Time vs Quality
Uptime vs Security
Explain vs Prod
Manufacturing decisions must be stoppable on the floor.
Value Scan implements this as the highest-level constraint.
Use Case 4/12
Auto-Dev
Speed vs Audit
Quality vs Deploy
Security vs Speed
Explain vs Quality
Auto-Dev is not 'AI writes code.' Auto-Dev is 'the database authorizes changes.'
Value Scan implements this as the highest-level constraint.
Use Case 5/12
CEO Decision OS
Profit vs Social
Risk vs Trust
Innovation vs Values
Long-term vs Short
Your vision becomes the operating system. Philosophy-driven decisions, encoded into every judgment.
Value Scan implements this as the highest-level constraint.
Use Case 6/12
Healthcare
Speed vs Accuracy
Cost vs Safety
Load vs Continuity
Efficacy vs Consent
Patient safety is not negotiable. Every AI decision passes through the Hippocratic gate.
Value Scan implements this as the highest-level constraint.
Use Case 7/12
Legal & Compliance
Speed vs Trail
Cost vs Accuracy
Service vs Privacy
Precedent vs Local
Regulatory compliance is the foundation. Every decision is audit-ready from inception.
Value Scan implements this as the highest-level constraint.
Use Case 8/12
Retail & E-commerce
Convert vs Ethics
Personal vs Privacy
Margin vs Fair
Speed vs Inventory
Customer trust drives every recommendation. Personalization without manipulation.
Value Scan implements this as the highest-level constraint.
Use Case 9/12
Energy & Utilities
Efficiency vs Reliable
Cost vs Green
Renewable vs Secure
Demand vs Equity
Grid reliability is non-negotiable. Sustainability meets operational resilience.
Value Scan implements this as the highest-level constraint.
Use Case 10/12
Insurance
Speed vs Fair
Fraud vs Claims
Loss vs Satisfy
Efficient vs Fair
Fair assessment, transparent pricing. Risk decisions that policyholders can trust.
Value Scan implements this as the highest-level constraint.
Use Case 11/12
Education
Personal vs Equity
Career vs Wellbeing
Engage vs Pedagogy
Outcomes vs Age
Students are not single recommendation vectors. Education decisions are managed as states within a neural decision network.
Value Scan implements this as the highest-level constraint.
Use Case 12/12
Municipality
Quality vs Speed
Economic vs Welfare
Retention vs Fair
Cohesion vs Transparent
Migration and employment are not one-way matching. They are decision networks with time and state that can be paused and reviewed.
Value Scan implements this as the highest-level constraint.