Industries
Industries - MuFaw
We build production AI infrastructure for high-value verticals where reliability, governance, and ROI are non-negotiable.
Tier 1
Highest-fit, faster ROIFinancial Services
Fraud, compliance, and decisioning pipelines with auditable evaluations and monitoring.
- Fraud and anomaly detection
- KYC and AML automation
- Credit and risk scoring
- Support copilots with policy routing
- Compliance reporting automation
Healthcare and Life Sciences
Clinical and research workflows powered by governed retrieval and safe deployment.
- Clinical summarization
- Imaging triage pipelines
- EHR retrieval and QA
- Trial matching
- Operational forecasting
Manufacturing and Industrial
Predictive maintenance and quality systems with streaming data and observability.
- Predictive maintenance
- Computer vision quality inspection
- Supply chain forecasting
- Process optimization
- Digital twin analytics
Retail and E-commerce
Personalization and support automation with reliable retrieval and A/B evals.
- Recommendation systems
- Demand forecasting
- Customer support agents
- Search and RAG catalog QA
- Fraud and chargeback detection
Transportation and Logistics
Forecasting and routing optimization with robust pipelines and telemetry.
- Route optimization
- ETA forecasting
- Warehouse automation analytics
- Disruption prediction
- Asset maintenance
Energy and Utilities
Smart grid and asset reliability using secure data ops and tracking.
- Grid load forecasting
- Outage prediction
- Asset monitoring
- Renewables optimization
- Energy trading analytics
Tier 2
Strategic, longer cyclesTelecommunications
Network automation and customer ops with scalable orchestration and drift monitoring.
- Network optimization
- Churn prediction
- Automated support
- Anomaly detection
- Security monitoring
Media and Entertainment
Recommendations and content intelligence with evaluation harnesses and governance.
- Personalization
- Content tagging
- Audience insights
- Ad optimization
- IP and piracy detection
Government and Public Sector
Service automation and analytics with compliance-first pipelines and traceability.
- Citizen-service automation
- Document processing
- Fraud detection
- Resource allocation forecasting
- Smart-city analytics