Nirmata AI Platform Engineering Assistant

AI-powered assistants that work on behalf of platform engineers—from local CLI policy development to autonomous in-cluster 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 AI Platform Engineering Assistant brings AI-powered automation, policy enforcement, and intelligent guidance to your CICD pipeline, Kubernetes cluster and Cloud workflows — from local development to production clusters.

Nirmata AI Platform Engineering Assistant is available in different form form factors:

nctl AI

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

Autonomous Agents

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

Coming Soon

Nirmata Control Hub Copilot

Context-aware AI embedded in NCH that provides intelligent insights and recommendations using your full platform 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

NCTL AI

Local Nirmata AI Platform Engineering Assistant

Remediator Agent

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