AI Platform Engineering Assistant

AI-powered assistants that work for platform engineers — from local CLI Policy as Code to autonomous in-cluster workflows for monitoring and remediation.
Preview Feature: Nirmata AI Platform Engineering Assistant is currently available for preview. Contact us to get early access and provide feedback. Contact Us

Nirmata’s AI Platform Engineering Assistant saves critical time and resources by automating complex tasks across Kubernetes clusters, IaC and CI/CD pipelines, and Cloud — from local development to production environments.

Nirmata AI Platform Engineering Assistant is available as:

CLI Agent

Local CLI assistant for policy development, testing, and Kubernetes operations.

Service Agents

In-cluster agents that autonomously monitor, detect violations, and remediate issues 24/7.

Copilot

Context-aware AI embedded in Nirmata Control Hub that provides intelligent insights and recommendations using your full platform context and data.

Key Benefits

Accelerate Development & Operations

  • Save Time – Reduce time spent on policy creation, troubleshooting, and remediation from days and hours to minutes with AI-guided workflows
  • Faster Issue Resolution – Get instant answers and automated fixes instead of searching through documentation or waiting for support
  • Accelerated Onboarding – New team members become productive faster with AI-powered guidance and contextual recommendations

Reduce Costs & Maximize Efficiency

  • Do More with Less – Empower smaller teams to manage larger, more complex platforms and environments
  • Lower Operational Costs – Automated remediation and policy enforcement reduce manual intervention and operational overhead
  • Cost-Effective AI – Optimized for accuracy and low cost, delivering reliable results without excessive token consumption or API expenses

Improve Security & Compliance

  • Shift Left with Confidence – Catch security and compliance issues during development before they reach production
  • Continuous Enforcement – Automated policy enforcement ensures consistent governance across all environments 24/7
  • Reduce Risk – Proactive detection and remediation minimize security vulnerabilities and compliance violations

Enhance Accuracy & Reliability

  • High Accuracy – Purpose-built AI models trained specifically for Kubernetes and cloud-native environments
  • Context-Aware Decisions – Leverages your cluster state, policies, and organizational context for precise recommendations
  • Trusted Automation – Validated workflows ensure changes are safe and aligned with best practices

Scale Platform Engineering

  • Unified Governance – Single framework spanning CLI, clusters, and cloud for consistent policy enforcement everywhere
  • Self-Service Capabilities – Developers get instant feedback and guidance without depending on platform teams
  • Knowledge Democratization – Share expertise across teams through AI-powered best practices and automation

CLI Agent (NCTL AI)

Command Line AI Platform Engineering Assistant

Remediator Agent

Autonomous AI agent that works 24/7 to detect and remediate policy violations across your Kubernetes clusters