Predictive Capacity & Self-Optimizing HCI Operations
We deliver AI-native hyperconverged infrastructure (HCI) solutions that predict capacity requirements, optimize workload distribution, and self-tune system performance—ensuring resilience, scalability, and cost efficiency across hybrid environments.
Predictive Capacity Planning
Time-series forecasting models predict future usage of compute, memory, storage, and IOPS—preventing outages and unplanned procurement costs.
Self-Tuning HCI Clusters
AI agents monitor workload behavior and automatically rebalance resources across nodes, ensuring even utilization and reducing hotspots.
Workload-Aware Resource Allocation
Machine learning models analyze workload types (OLTP, analytics, VDI) and dynamically adjust HCI resources for peak efficiency.
Automated Lifecycle Optimization
We deploy automation workflows for patching, scaling, and node additions, eliminating manual intervention in day-to-day HCI operations.
Cross-Cloud HCI Extensions
Our platforms extend hyperconverged infrastructure to AWS, Azure, and GCP, enabling seamless hybrid scaling and consistent performance.
Proactive Anomaly Prevention
Unsupervised ML models detect anomalies in cluster performance and trigger corrective workflows before failures impact business services.

Reduced unplanned capacity purchases by 40% through predictive scaling models that accurately forecasted growth in transaction workloads.
Improved clinician VDI login times by 30% using AI-driven rebalancing of compute and memory resources across HCI clusters.
Reduced query response times by 28% by self-tuning storage and compute resources in real time during seasonal demand peaks.
Optimized OT workloads across 1,200 edge HCI clusters, preventing $7M in downtime through proactive anomaly detection.

Proactive capacity forecasting with AI/ML models
Self-tuning clusters that eliminate performance hotspots
Automated lifecycle management of HCI resources
Hybrid-ready extension across on-prem and cloud environments
Proven performance gains in BFSI, healthcare, retail, and manufacturing

Human-Centric Impact.
From Fortune 500s to digital-native startups — our AI-native engineering accelerates scale, trust, and transformation.










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Aziro has been a true engineering partner in our digital transformation journey. Their AI-native approach and deep technical expertise helped us modernize our infrastructure and accelerate product delivery without compromising quality. The collaboration has been seamless, efficient, and outcome-driven.
Fortune 500 company