Ongoing AI
Operations
Deploying AI is the beginning, not the end. Our AI Operations team provides 24/7 monitoring, continuous optimization, model retraining, and capacity planning—ensuring your sovereign AI infrastructure performs at peak efficiency every day.
Six Pillars of AI Operations
Comprehensive operational coverage for every aspect of your AI infrastructure.
24/7 Monitoring
Real-time monitoring of GPU utilization, inference latency, model accuracy, system health, and network performance. Automated alerting with escalation protocols.
Model Retraining
Scheduled and triggered model retraining pipelines. Data drift detection, performance degradation alerts, and automated A/B testing for model updates.
Performance Optimization
Continuous tuning of inference parameters, batch sizes, caching strategies, and resource allocation. Quantization and pruning for optimal throughput-to-cost ratio.
Capacity Planning
Predictive capacity modeling based on usage trends, seasonal patterns, and business growth projections. Proactive scaling recommendations before bottlenecks occur.
Incident Response
Dedicated AI incident response team with runbooks for model failures, data pipeline breaks, security events, and hardware failures. Post-incident review and remediation.
Infrastructure Maintenance
Scheduled maintenance windows for firmware updates, security patches, hardware replacements, and infrastructure upgrades. Zero-downtime deployment strategies.
What We Monitor
Real-time visibility into every layer of your AI infrastructure.
Simulated dashboard metrics. Actual dashboards are customized per deployment.
Operations Service Tiers
Standard
- Business hours monitoring (8x5)
- Monthly performance reports
- Quarterly optimization reviews
- Email support with 4hr SLA
- Scheduled maintenance windows
Professional
- 24/7 monitoring & alerting
- Weekly performance reports
- Monthly optimization cycles
- Phone + email support, 1hr SLA
- Automated model retraining
- Capacity planning & forecasting
Enterprise
- 24/7 dedicated NOC team
- Real-time dashboards & reporting
- Continuous optimization
- 15-min response SLA
- Dedicated account engineer
- Custom runbooks & automation
- Quarterly architecture reviews
Quarterly Architecture Review
Every quarter, our senior engineering team conducts a comprehensive review of your AI infrastructure to ensure it evolves with your business and the rapidly changing AI landscape.
Performance Audit
Deep analysis of inference latency, throughput, GPU utilization, and cost-per-inference trends. Identification of optimization opportunities.
Security Review
Vulnerability assessment, compliance validation, threat landscape update, and security control effectiveness evaluation.
Capacity Forecast
Demand projection based on usage trends, business growth plans, and new workload requirements. Scaling recommendations with budget impact.
Technology Roadmap
Assessment of new models, hardware, and frameworks. Recommendations for upgrades, migrations, and capability expansions.
AI That Gets Better.
Every Single Day.
Your AI infrastructure deserves the same operational rigor as your most critical business systems. Let us run it.