Harness AI Gets Smarter: Create DevOps Workflows Based on Enterprise Standards

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Harness AI just leveled up DevOps automation, delivering smarter, more context-aware workflows that adapt to your organization out of the box. Teams can build, troubleshoot, and enforce policies faster than ever, with enterprise-grade guardrails and zero added complexity. Accelerate software delivery and stay in control, all powered by agentic AI built directly into the Harness Platform.

Software delivery isn’t slowing down, and neither is Harness AI. Today, we’re introducing powerful new capabilities that bring context-aware, automated intelligence to your DevOps workflows. From natural language pipeline generation to AI-driven troubleshooting and policy enforcement, Harness AI now delivers even deeper automation that adapts to your environment, understands your standards, and removes bottlenecks before they start with context-aware, agentic automation.

These capabilities, built into the Harness Platform, reflect our belief that AI is the foundation for how modern teams deliver software at scale.

“When we founded Harness, we believed AI would be a core pillar of modern software delivery,” said Jyoti Bansal, CEO and co-founder of Harness. “These new capabilities bring that vision to life, helping engineering teams move faster, with more intelligence, and less manual work. This is AI built for the real world of software delivery, governed, contextual, and ready to scale.”

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Let’s take a closer look.

Smarter Pipelines from Day One

Imagine a scenario where an engineer starts at your organization and can create production-ready CI/CD pipelines that align with organizational standards on day one! That’s one of many use cases that Harness AI can help achieve. The AI doesn’t just generate generic pipelines; it pulls from your existing templates, tool configurations, environments, and governance policies to ensure every pipeline matches your internal standards. It’s like having a DevOps engineer on call 24/7 who already knows how your system works.

Easy to get started with your organization-specific pipelines

Built for Today’s DevOps Challenges

Teams today face a triple threat: faster code generation (thanks to AI coding assistants), increasingly fragmented toolchains, and mounting compliance requirements. Most pipelines can’t keep up with the increased volume of generated code.

Harness AI is purpose-built to meet these challenges. By applying large language models, a proprietary knowledge graph, and deep platform context, it helps your teams:

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Capability	What It Does
Pipeline Creation via Natural Language	Describe your app in plain English. Get a complete, production-ready CI/CD pipeline without YAML editing.
Automated Troubleshooting & Remediation	AI analyzes logs, pinpoints root causes, and recommends (or applies) fixes, cutting mean time to resolution.
Policy-as-Code via AI	Write and enforce OPA policies using natural language. Harness AI turns intent into governance, instantly.
Context-Aware Config Generation	AI understands your environments, Harness-specific constructs, secrets, and standards, and builds everything accordingly.
Multi-Product Coverage	Supports CI, CD, Infrastructure as Code Management, Security Testing Orchestration, and more, delivering consistent automation across your stack.
LLM Optimization	Harness dynamically selects the best LLM for each task from within a pool of LLMs, which also helps with fallback in case one of the LLMs is unavailable.
Enterprise-Grade Guardrails	Every AI action is RBAC-controlled, fully auditable, and embedded directly in the Harness UI; no extra setup needed.

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Watch the demo

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Real Teams. Real Results.

Organizations using Harness AI are already seeing dramatic improvements across their DevOps pipelines:

85% faster pipeline onboarding – New engineers can request and deploy with confidence in minutes, not days.
7x faster issue resolution – AI-powered troubleshooting slashes debugging time and helps avoid repeat incidents.
2 hours saved per project – Engineers offload repetitive tasks to focus on high-impact work.
100% auditable automation – Every change is tracked for compliance, making it enterprise-ready from day one.

Built-In, Not Bolted On

Harness AI isn’t an add-on or a side tool. It’s woven directly into the Harness Platform, designed to support every stage of software delivery, from build to deploy to optimize.

No extra installations
No external credentials
No loss of control

Just smarter workflows, fewer manual steps, and a faster path from idea to impact.

Start Automating Smarter

AI shouldn’t add complexity. It should eliminate it.

These new capabilities are available now. Whether you’re onboarding new teams, enforcing security policies, or resolving pipeline issues faster, Harness AI is here to reduce toil and accelerate your path to production.

Harness AI is available for all Harness customers. Read the documentation here. Get started today!

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