Learning path

Learning AI as a Site Reliability Engineer

Site reliability engineers keep systems running while writing a lot along the way. This path shows how to use AI for incident updates, runbooks, alerts, and reviews without giving up your judgement.

Beginner

IT and development Operations

Start the path

Your path

Everything in the Site Reliability Engineer AI kit, in the order that makes sense. Members tick off each step and see their progress.

Week 1 · 15 minutes to start

Set up your AI

We guide you through each click.

Add the Site Reliability Engineer AI kit to your AIDownload it for your AI (it installs as a plugin) and follow the steps

Set-up

Optional: connect the AI CoachYour kit stays up to date by itself, plus a daily brief in your AI

AI Coach

Course: AI for Site Reliability EngineersHow to talk to AI for your job

Prompt course

Try: Incident Communication BasicsLike "Draft Incident Status Update"

Prompts

Try: Runbooks And AutomationLike "Turn Incident Notes Into Runbook"

Prompts

Week 2

Let skills do your everyday tasks

System monitoring assistantDigs through logs, metrics, and alerts to spot anomalies and name next steps, like a memory spike on one node.

Skill

Devops incident responderDiagnoses a live outage, drafts the postmortem, tunes the alert, and flags runbook gaps, like checkout returning 500s.

Skill

Sre engineerSets SLIs, SLOs, and error budgets, cuts toil, and designs fault tolerance, like a 99.9 percent API target.

Skill

Course: Context Engineering and Structured PromptsPrompt framework course

Certificate

Week 3

Connect your apps and pick your AI apps

Grafana MCP serverLets your AI search dashboards, check alerts, and query your Grafana data for you.

MCP server

Datadog MCP serverAsk your AI about your Datadog monitors, logs, incidents and SLOs, and get clear answers back.

MCP server

Parity (YC S24)Parity (YC S24) is the first AI SRE that autonomously investigates Kubernetes incidents, triages issues, identifies root causes, and suggests fixes—helping on-c

AI app

DrDroidDrDroid automates production incident triage, troubleshooting, and remediation. Integrating with 50+ tools like Datadog and Kubernetes, it helps engineers resol

AI app

Course: What is Generative AI and how does it work?Video course

Certificate

Week 4

Hand whole tasks to AI agents

Support Incident Correlation AgentRelated tickets are grouped into the correct incident, quickly and with evidence.

AI agent

Cloud Cost Regression Investigation AgentEvery cost spike explained, with the right owner and a safe fix proposal.

AI agent

Course: ChatGPT Power User Guide: Boost Productivity, Creativity & Research FastVideo course

Certificate

Week 5

Build your own tools

Alert investigation and fix consoleCuts time from alert to reviewed fix while keeping engineers in control of what changes in production.

App to build

Incident ResponderAssess severity, stabilize systems, coordinate communication, and produce blameless post-incident reports.

Grok Bot

Course: How to Use ChatGPTs Custom InstructionsVideo course

Certificate

Course: Prompt Engineering Tutorial – Master ChatGPT and LLM ResponsesVideo course

Certificate

After that

Keep growing

AI Coach: your daily brief and weekly certificationNews, tools and one idea a day for site reliability engineers

AI Coach

Context Engineering and Structured PromptsTake the exam and get certified

Certificate

Understanding Generative AITake the exam and get certified

Certificate

Everything for site reliability engineers

All the courses, certifications, AI tools, MCP servers and apps for site reliability engineers, most relevant first. Open any list to see more.

About this learning path

6 topics

AI Skills for Site Reliability Engineers

Site reliability work sits between building software and keeping it running. The job is part engineering, part judgement, and a great deal of clear writing when something goes wrong at an awkward hour.

This path shows you how to bring AI tools into that daily work. You will turn messy incident notes into updates people can act on, draft runbooks, quiet noisy alerts, and check designs before they reach production.

Why AI Matters For This Job
Reliability engineers carry two loads at once: the systems, and the explaining of the systems. Alerts, handoffs, postmortems, design reviews, and budget conversations all need writing, and most of it lands on you during a busy week.
AI is good at the first pass of that writing. It can take rough notes, log lines, or a half-formed idea and give you something to react to. Your judgement still decides what ships, but you start from a draft instead of a blank page.
What The Path Includes
The path opens with setup questions and a short guide to connecting your AI tool of choice. From there you get skills for the job inside your AI, so it understands your services, your on-call habits, and the way your team talks.
Then you work through the prompt course, which covers incident communication, runbooks, monitoring, logs, postmortems, capacity planning, design reviews, and incident preparedness. Alongside it you get video courses picked for reliability work, plus the certifications those courses lead to.
How It Saves You Time
The biggest wins are the repetitive parts. A status update that took twenty minutes becomes a two-minute review of a draft. A runbook you have been meaning to write for months gets a first version in one sitting.
Time saved on writing is time you can spend on the work only you can do: reading a strange graph, talking to a frustrated team, or deciding whether a change is safe to ship on a Friday.
How It Protects Your Career
Reliability roles are changing, and the people who thrive are the ones who can direct AI tools rather than compete with them. Knowing what to ask, what to check, and what to ignore is the skill that holds its value.
You also stay accountable in the right way. AI drafts, you decide. That keeps your name on the judgement and off the guesswork.
How To Start
Pick one task from your week, ideally the one you dread. Incident updates are a good first choice because the payoff shows up immediately and the risk is low.
Run one prompt, edit the result, and notice what the tool got wrong. That habit of checking is what makes the rest of the path feel natural.
Frequently asked questions
Do I need to be technical to get value from this?
You need to know your own systems, which you already do. The path assumes you are comfortable with the job, not with AI tools. Everything is explained in plain language and builds from simple first steps.
Which AI tool should I use?
Any of the common assistants will work, including ChatGPT, Claude, and Gemini. The path shows you how to connect the one you have access to at work and how to set it up with useful context about your services.
Will AI make reliability decisions for me?
No, and you should not want it to. It drafts updates, runbooks, queries, and postmortems. You review them, correct them, and decide what goes out. The accountability stays with you.
How much time does the path take?
Most people move through it in short sittings between on-call weeks. You can start with a single lesson and come back when your schedule allows, since the lessons stand on their own.

Start this path

Learn AI as a Site Reliability Engineer, step by step

$99

10 AI courses in the right order
A certificate for LinkedIn after each exam
Ready-to-use prompts for site reliability engineers
Plus the Site Reliability Engineer AI kit and all 700+ courses

Start the path

The Site Reliability Engineer AI kit

Every skill, prompt, AI agent and connection in the kit.

Open the AI kit →

At a glance

Type: Learning path
Level: Beginner
For: IT and development, Operations
Steps: 9
Video courses: 91
AI tools: 24
MCP servers: 12
Apps to build: 8
Updated: October 14, 2026

Your learning path

The courses for your job, in the right order

Picked for your job from our 700+ courses
Every course ends in a certificate
Part of your job's AI kit, with skills and AI agents

500+ jobs · no sign-up to look

Watch, then get certifiedAn exam after every course and a certificate for LinkedIn.

Your path

Set up your AI

Let skills do your everyday tasks

Connect your apps and pick your AI apps

Hand whole tasks to AI agents

Build your own tools

Keep growing

Everything for site reliability engineers

Take the prompt courses

Context Engineering and Structured Prompts

AI for Site Reliability Engineers (Prompt Course)

Watch the video courses or add them to your Favorites for later

ChatGPT Power User Guide: Boost Productivity, Creativity & Research Fast

What is Generative AI and how does it work?

How to Use ChatGPTs Custom Instructions

Advanced Prompt Engineering for LLMs: Workflows & Templates

Prompt Engineering Tutorial – Master ChatGPT and LLM Responses

ChatGPT Prompt Engineering: Proven Techniques for Powerful AI Results

Stop Prompting AI Wrong: Context-First Prompt Engineering

Google Gemini AI Free Course: Setup, Prompts, Tools & Gems

AI Fundamentals from Google Experts | Professional Certificate

How to Use ChatGPT from Beginner to Professional

Becoming an Ultimate Prompt Engineer Specialist (from Beginner to Profesional)

Create and Deploy Websites and IaC by Chatting with AI

AI in Word, PowerPoint, Excel with Microsoft Copilot

How to Integrate ChatGPT into Microsoft Excel

Understanding ChatGPT projects

Essential AI Skills: Prompt Engineering, Agents, Open-Source AI

Claude Cowork 101: Setup, Connectors & Automation (Free)

Claude AI Tutorial for Beginners: Build Your Complete AI Workflow

API Essentials for AI Agents: Build Smart Workflows with n8n Integration

Microsoft Copilot AI, Full Course For Beginners

GPT-5 Features Made Simple: Complete Beginner’s Guide to New Capabilities

ChatGPT Agent Mode: Automate Workflows, Research, and Daily Tasks

ChatGPT Agent Mode: Features, Setup, and Powerful Use Cases Explained

Microsoft 365 Copilot Agent Builder: Create & Customize AI Agents Hands-On

How to use GPT for Sheets Plugin in Google Sheets

Google's 9 Hour AI Prompt Engineering Course In 20 Minutes

Microsoft AI Copilot in OneDrive

How to Use Microsoft Copilot in Microsoft Word!

Microsoft Copilot in Outlook & Teams

ChatGPT Productivity Tips for Work

AI Agents: The Most Valuable Skill You Can Learn

How to use Google Sheets Built-in AI capabilities

How to use GPT for Docs Plugin in Google Docs

Why AI Adoption Stalls by Week 3-6 Management Skills That Work

Claude AI for Beginners: Complete Starter Guide

Using Writing Prompts Like a Pro - Google Prompting Essential)

How to Use Claude 3.7 AI - Tips for Beginners!

How to Create your own Custom GPTs in ChatGPT for beginners

ChatGPT vs Gemini vs Grok: Ultimate Guide to Top AI Model Features & Comparison

Ultimate Guide to Bing AI Copilot

Prompt Engineering Fundamentals: Key Techniques for Generative AI Developers

AI & LLM Essentials: 20 Core Concepts in 40 Minutes

Model Context Protocol (MCP) Quickstart: LLM Tools & Servers

AI Readiness for SMBs: Cloud Run, GKE, APIs, and IaC

Grok AI Essentials: Clear Prompting, Features, and Practical Strategies

How to Track Tasks with Microsoft Copilot

Use AI as a Creative or Expert Partner | Google Prompting Essentials

Learn 80% of n8n: Automations & AI Agents in 36 Minutes

AI-First Skills: Thrive in the Future of Work with Automation and Mastery

Understanding and Effectively Using AI Reasoning Models

ChatGPT Projects Course: Setup, Memory, Tools & Workflows

AI Inbox Agent: No-Code Email Automation for Beginners

Agentic AI in 30 Minutes: AI Agent Workflows, Tools, Evaluations

Build an Agentic AI SOC Analyst with Python for Threat Hunting

Imrpove Your Excel Skills with ChatGPT

Excel Copilot: 20 Essential AI Features for Effortless Data Analysis & Productivity

AI Trends: Reliable LLMs, Context Engineering, and Agents

AI Agents for Absolute Beginners: Build Real Automations Fast

Build AI Agent Skills That Actually Work

Build Your First AI Agent: A Simple Guide

AI Agent Building in n8n: Beginner’s Guide to Automation and Workflows

Using AI for your Email handling

Excel Copilot Course

Google Gemini CLI: Free AI Coding, Automation, and Workflow Guide

AI Automation Essentials: Beginner Guide to Workflows, Agents, and Top Tools

No-Code AI Agents: Build Practical Automations with Zapier & n8n

n8n Masterclass: Build AI Agents & Automate Workflows (Beginner to Pro)

Advanced Prompt Engineering for LLMs: Techniques to Improve AI Output