AIOps for AI Infrastructure

From PC building to AI building — unified operations for the modern AI stack.

Intelligent automation, predictive monitoring, and multi-cloud orchestration — all in one platform.

The AI Infrastructure Story

The PC Era (1990s-2000s)

You picked the best motherboard from ASUS, found the perfect NVIDIA graphics card, selected Corsair RAM, added a Western Digital hard drive, and assembled it all together.

It was complex, but you had freedom of choice.

The Cloud Era (2010s)

Infrastructure became simpler. Pick AWS, Azure, or GCP. Most tools worked together. Integration was relatively straightforward.

Unified platforms made life easier.

The AI Era (2020s)

Since the advent of AI, the landscape exploded again. Each layer now has multiple vendors — and they don't always play nicely together.

Back to complexity, but with higher stakes.

😵‍💫
SO MANY CHOICES!
"Which tools should I choose? How do they all work together?"

Build Tools

  • Docker
  • Kubernetes
  • Terraform
  • Ansible
  • Helm
  • ArgoCD

Artifacts

  • Container Images
  • Docker Registry
  • Harbor
  • ECR/ACR/GCR
  • Artifactory
  • Nexus

CI/CD Tools

  • Jenkins
  • GitLab CI
  • GitHub Actions
  • CircleCI
  • Travis CI
  • Spinnaker

LLM Providers

  • OpenAI (GPT-4)
  • Anthropic (Claude)
  • Google (Gemini)
  • Meta (Llama)
  • Mistral AI
  • Cohere
  • AI21 Labs
  • Hugging Face

Cloud Platforms

  • AWS
  • Azure
  • Google Cloud
  • CoreWeave
  • Lambda Labs
  • RunPod
  • Paperspace

Serving

  • vLLM
  • SGLang
  • TensorRT-LLM
  • TGI
  • Triton
  • Ray Serve

Vector DBs

  • Pinecone
  • Weaviate
  • Chroma
  • Qdrant
  • Milvus
  • Faiss
  • pgvector

Observability

  • Datadog
  • New Relic
  • Prometheus
  • Grafana
  • Elastic APM
  • LangSmith
  • Cloudwatch

Resources

  • CPU Utilization
  • GPU Management
  • Memory Allocation
  • TPU Access
  • Storage I/O
  • Network Bandwidth

Infrastructure

  • On-Premises
  • Cloud-Native
  • Hybrid Deployments
  • Edge Computing
  • Multi-Region
  • Data Centers

Security

  • IAM Solutions
  • Secrets Management
  • Network Security
  • Compliance Tools
  • Data Encryption
  • Audit Logging

Cost Control

  • Budget Tracking
  • Usage Analytics
  • Cost Optimization
  • Billing Alerts
  • ROI Monitoring
  • FinOps Tools

PloyD: One Platform. Zero Chaos.

Stop juggling fragmented tools. PloyD unifies your entire AI infrastructure—from any LLM to any cloud—giving you operational resilience, vendor freedom, and peace of mind.

99.9%
Uptime Guarantee
Zero
Vendor Lock-in
One
Unified Platform
Get Started with PloyD →

Today's AI Operations Reality

  • Fragmentation: 10+ LLM providers, multiple clouds, countless frameworks to integrate
  • High costs: Manual resource management, no intelligent optimization, over-provisioning
  • Slow incident resolution: Hours or days to identify root causes across distributed systems
  • Vendor lock-in: Tightly coupled to specific providers, no migration path
  • Manual monitoring: Reactive alerts, no predictive insights, separate tools for each service
  • Complex migrations: Weeks of engineering effort to switch providers or optimize costs

AI is powerful — but operationally expensive, fragmented, and requires dedicated teams to maintain.

The PloyD AIOps Platform

  • Unified Infrastructure: One platform for all LLMs, clouds, frameworks, and vector databases
  • Cost Optimization: Intelligent routing, auto-scaling, and multi-cloud arbitrage reduce costs by 75%
  • Rapid Root Cause Analysis: Correlate events across your entire stack in seconds, not hours
  • Zero Lock-in: Swap providers, frameworks, or clouds seamlessly with GitOps automation
  • Predictive Monitoring: AI-powered anomaly detection prevents issues before they impact users
  • One-Click Migrations: Change LLM providers, vector DBs, or clouds with a single config change

We provide AIOps for AI infrastructure — unified, intelligent, and automated operations.

Who Benefits from PloyD?

AI Startups

Rapid prototyping without vendor lock-in. Start with one LLM, switch to another when pricing changes or capabilities improve.

  • Deploy in days, not months
  • Start small, scale seamlessly
  • Optimize costs as you grow
  • Freedom to pivot quickly

Scale-ups

You've proven product-market fit. Now you need infrastructure that grows with you — without rearchitecting every 6 months.

  • Multi-cloud flexibility
  • Cost optimization at scale
  • No vendor lock-in
  • Seamless migrations

Enterprises

Complex AI workflows across multiple departments, clouds, and geographies. You need unified infrastructure that "just works."

  • Multi-cloud orchestration
  • Enterprise security & compliance
  • Centralized observability
  • On-prem & cloud hybrid

AI-Native Companies

AI is your core product. You need the best models, best pricing, best infrastructure — without the integration headaches.

  • Best-in-class model access
  • Intelligent cost optimization
  • Real-time observability
  • Zero-downtime upgrades

Real-World AIOps Use Cases

Application Performance Monitoring

Monitor complex AI applications across microservices, APIs, and distributed data stores. PloyD automatically collects metrics at scale and provides real-time insights into model serving performance, API latency, and resource utilization.

Root Cause Analysis

When AI services degrade, quickly identify the true cause — whether it's a slow LLM provider, vector database bottleneck, or infrastructure issue. PloyD correlates events across your entire stack to accelerate resolution.

Anomaly Detection

Detect performance deviations before they impact users. PloyD uses intelligent monitoring to identify unusual patterns in token consumption, response times, or infrastructure health — and automatically triggers remediation.

Multi-Cloud Optimization

Seamlessly deploy and scale AI workloads across AWS, Azure, GCP, and GPU-specialized clouds like CoreWeave. PloyD provides unified observability and automates resource provisioning based on traffic patterns and cost optimization goals.

Predictive Service Management

Anticipate issues before they happen. PloyD analyzes historical patterns to predict when you'll hit rate limits, when costs will spike, or when infrastructure needs scaling — enabling proactive intervention instead of reactive firefighting.

DevOps Integration

Support continuous deployment with automated quality checks, code reviews, and bug detection for AI applications. PloyD integrates with your CI/CD pipeline to ensure model updates, framework changes, and infrastructure modifications deploy smoothly.

The PloyD Advantage: AIOps for AI Infrastructure

75%
Reduction in operational costs through intelligent automation and multi-cloud optimization
10x
Faster incident resolution with automated root cause analysis and real-time correlation
99.9%
Uptime guarantee with predictive monitoring and automated failover across providers

Our Mission

We believe everyone should have the freedom to build and run AI anywhere, without limits.

Complete AI Ops solution that eliminates infrastructure complexity and makes AI production-ready — just like you built that first computer, but with the power of modern AI.

Talk to Our Team