Welcome to the good stuff.

The Optimist's Guide to Working with AI

This AI training course teaches Optimists how to successfully use AI in our day-to-day processes. Ten modules covering everything from basic philosophy to best practices to advanced automation, built specifically for how we actually work at Online Optimism.

Start with Module 1 →

Course Modules

Work through these in order, or jump to what you need most. Your progress saves automatically.

Module 01

AI at Online Optimism: Our Philosophy and Policies

What we believe about AI, the four-tier usage policy, data privacy rules, and what to do when Claude is having a bad day.

Module 02

Choosing the Right Tool for the Job

Claude vs. ChatGPT vs. Gemini vs. Cursor vs. Ideogram. When to use what, and why "just use Claude" is usually right.

Module 03

Prompt Engineering Fundamentals

The CRISP framework, before-and-after examples, and an interactive Prompt Lab to practice with. This is the most-requested module.

Module 04

Claude Projects: Setup, Maintenance, and Best Practices

How to build a great Claude Project, what to upload, how to maintain it, and a real case study from Buddy Punch.

Module 05

Writing with AI (Without Sounding Like AI)

Why AI copy gets flagged, the OO five-step writing workflow, and special rules for Reddit content.

Module 06

The Communication Codex System

What a Codex is, how it feeds Claude, what's in it, and how to keep it updated when clients give feedback.

Module 07

Automation and Advanced AI Workflows

Zapier basics, a deep dive into the AI AE Assistant, and what Claude Code can actually build.

Module 08

Department-Specific AI Playbooks

Tailored guidance for Content & SEO, Social, Design, Ads, Web Dev, and Account Executives.

Module 09

Advanced Claude Tools

Claude Code on desktop and the web, what you can build with it, and why you might want to.

Module 10

Final Project

Put everything together in a capstone project and share it in #ai-and-automations. You earned it. 🎉

Reference

Resource Directory

Every Notion page, Google Doc, Slack channel, and external course link in one searchable place.

Checklist

New Hire Onboarding

Just joined Online Optimism? Start here. A step-by-step checklist to get you up to speed on AI at OO.

The golden rule of AI at OO

Never hand off to AI something you don't understand well enough to check.

AI is an assistant. You're the one who knows the client, the brief, and what "good" looks like. That judgment is yours, not Claude's.

Why this course exists

In late March 2026, we ran an internal survey about how Optimists are using AI. Sixteen of nineteen people responded. The results were honest, a little humbling, and genuinely useful.

3.75 Average confidence with AI (out of 5)
2.8 Average "I was trained on AI" score (out of 5)
3.25 Average "AI is useful for my work" score (out of 5)
16 Optimists who gave us their honest feedback

Most of us feel decent about using AI, but undertrained. Several people said there's been no formal training at all. One person is deeply skeptical. A few people are getting genuinely good results. This course tries to meet everyone where they are.

The top things you asked for

  • Clear guidelines on when to use AI and when not to
  • Prompt engineering training (the #1 request)
  • A centralized place to find all the AI stuff
  • Better understanding of how Claude Projects work
  • Guidance on privacy, data, and what's safe to put into LLMs
  • Help making AI output sound less like AI

All of that is in this course.