Infrastructure
Architecting Self-Optimizing, AI-Driven
Infrastructure for the Next Era of Cloud
DataSum enables enterprises to move beyond reactive operations with infrastructure that’s engineered to anticipate, adapt, and autonomously evolve. From AI-integrated networking and edge-native automation to observability-led orchestration and self-healing systems, we build digital ecosystems that reduce toil, maximize uptime, and support continuous innovation. Our expertise in autonomous infrastructure empowers platforms to self-monitor, self-diagnose, and self-remediate at scale—setting a new standard for resilience and operational intelligence.
Our Expertise
We bring AI to the core of modern infrastructure—making it intelligent, self-regulating, and built for scale.
AI-Driven Network Intelligence
Overview:
Unlock dynamic, intent-based networking with real-time optimization and fault prediction. We build AI-enabled network fabrics that can analyze telemetry, adapt to shifting workloads, and optimize routing autonomously.
Key Capabilities:
- AI-based traffic pattern recognition and path optimization
- Predictive failure detection across distributed networks
- SDN and NFV integration with AI policy engines
- Autonomous network reconfiguration and SLA enforcement
Edge Automation and Orchestration
Overview:
Enable intelligence at the edge to reduce latency, ensure continuity, and support distributed workloads. Our edge-native platforms drive automated provisioning, updates, and fault isolation with minimal central dependency.
Key Capabilities:
- Zero-touch onboarding for edge devices
- Lightweight Kubernetes and container orchestration at the edge
- Real-time decision-making with AI inference at the edge
- Over-the-air updates, rollback, and configuration drift detection
Cloud-Native Observability Systems
Overview:
Observability is the foundation of autonomy. We build full-stack observability frameworks with telemetry pipelines that power intelligent decision-making, adaptive scaling, and proactive anomaly detection.
Key Capabilities:
- Distributed tracing, metrics, and log aggregation
- OpenTelemetry-based instrumentation and data lakes
- AI/ML-powered anomaly detection and root cause analysis
- Real-time visualization dashboards and event correlation engines
Self-Healing Infrastructure Platforms
Overview:
Go beyond alerting—enable systems that respond intelligently to failure. We develop self-healing platforms that can identify faults, isolate impact, and autonomously execute corrective actions without human intervention.
Key Capabilities:
- Policy-driven remediation pipelines (AIOps)
- Automated rollbacks, restarts, and failover strategies
- Health probes and chaos engineering frameworks
- Integration with service mesh and resilience engines (e.g., Istio, Envoy)
Domain Expertise
DataSum delivers autonomous infrastructure solutions for cloud-native enterprises, network operators, and digital platform providers looking to increase agility and reduce operational burden.
Our Domain Understanding Spans:
Cloud Service Providers & Hyperscalers
Self-managing, multi-tenant cloud fabrics with AI-based orchestration and workload optimization.
Telecom & 5G Infrastructure
Edge-native automation, MEC (multi-access edge computing), and autonomous service provisioning for low-latency digital services.
SaaS & Platform Engineering Teams
Platform-level observability and auto-remediation systems to ensure uptime, compliance, and SLO adherence.
Enterprise IT & DevOps Teams
Intelligent automation frameworks to reduce MTTR, integrate AIOps, and improve infrastructure resilience.
IoT & Smart Infrastructure Solutions
AI-powered edge control planes for scalable, autonomous device orchestration and real-time monitoring.
