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AI Tools & Prompting

Learn to use AI tools effectively across your work โ€” prompting, workflows, and getting real results fast.


What Makes a Great Prompt

Most people use 10% of what AI tools can do. These principles unlock the rest.

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Be specific & give context

Tell the AI who you are, what you're working on, and what format you need. "I'm a product owner at a govt agency. Write a 1-page executive summary of..." works far better than "summarize this."

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Give it a role

"Act as a FinOps consultant reviewing this contract." Roles prime the model to use the right vocabulary, tone, and depth. Critical for getting expert-level outputs.

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Use examples

Show the output you want. "Write something like this: [example]." Examples are the fastest way to get formatting, tone, and length exactly right.

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Iterate, don't restart

"Make it shorter." "More formal." "Add a section on cost." Build on what you get โ€” don't start over. Treat it like a conversation with a smart colleague.

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Specify the format

"Give me a bullet list." "Write this as a table." "Keep it under 200 words." "Use headers." Format instructions dramatically improve usability of outputs.

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Ask it to think first

"Think through this step by step before answering." Prompting the model to reason before it responds dramatically improves accuracy on complex questions.


Prompt Templates for Your Work

Copy, paste, and adapt these for real tasks you do regularly.

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Executive Summary

For leadership one-pagers and briefings.

"I'm a SaaS product owner. Write a 1-page executive summary of [topic] for senior leadership. Use plain language, lead with the business impact, and include 3 key recommendations. No jargon."

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Vendor Comparison

For procurement and tool evaluation.

"Compare [Tool A] vs [Tool B] for a government agency. Focus on: pricing model, data privacy, integration with [system], and total cost of ownership. Output as a comparison table."

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Professional Email

For stakeholder communication.

"Write a professional email to [audience] about [topic]. Tone: confident but collaborative. Goal: [what you want them to do]. Keep it under 150 words."

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Research & Summarize

For learning new topics fast.

"Explain [topic] to me like I'm an intermediate-level professional in [field]. Cover: what it is, why it matters, the 5 key concepts I need to know, and what I should learn next."


Tools to Know

The AI landscape for knowledge workers in 2026.

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Claude (Anthropic)

Best for: long documents, nuanced analysis, writing, research, and complex reasoning. Claude Cowork for desktop file tasks. Use Projects for ongoing work context.

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ChatGPT (OpenAI)

Best for: quick answers, data analysis with Code Interpreter, image generation (DALL-E), and broad general tasks. GPT-4o is the current flagship model.

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Perplexity AI

Best for: research with live web search and citations. Great for staying current on FinOps, AI, and SaaS topics โ€” answers come with sources you can verify.

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Microsoft Copilot

Best for: working inside Microsoft 365 โ€” Excel, Word, PowerPoint, Teams. Deeply integrated with your existing tools and data. Key for NYS ITS workflows.


Learn Prompting

โญ Start Here

One Useful Thing

Ethan Mollick's newsletter and blog โ€” a Wharton professor writing about how professionals actually use AI at work. Practical, no hype, exactly your level. Read this regularly.

oneusefulthing.org โ†’

๐Ÿ“– Book

Co-Intelligence

Mollick's book on how to think with AI, not just use it. Covers how AI changes work, creativity, and learning. Fast read, directly relevant to your PO role. Highly recommended.

Find on Amazon โ†’

Official Guide

Anthropic Prompting Guide

Claude's own documentation on prompting techniques โ€” roles, examples, chain of thought, and more. The best starting point.

docs.anthropic.com โ†’

Free Course

Learn Prompting

Free, comprehensive, community-written prompting guide covering all major techniques from beginner to advanced.

learnprompting.org โ†’

YouTube

AI Explained

Clear, practical YouTube channel covering AI tools, prompting techniques, and how to use AI in real work contexts.

YouTube โ†’

Newsletter

The Rundown AI

Daily 5-minute newsletter on AI tools and news. Free. Keeps you current without the firehose of tech Twitter.

therundown.ai โ†’
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Claude Power Learning

Go beyond basic chat. Learn to use Claude as a true thinking partner, workflow engine, and productivity multiplier.


Core Skills

Getting Started Right

The fundamentals that unlock everything else.

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Projects & memory

Use Claude Projects to maintain context across sessions. Add instructions, upload reference docs, and Claude stays in character for your use case.

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Prompt engineering

Be specific. Give context. Use examples. Ask Claude to think step by step. These four habits transform output quality.

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File & doc work

Upload PDFs, spreadsheets, and documents. Ask Claude to analyze, summarize, extract data, or rewrite. Massive time saver.

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Iterative refinement

Don't accept the first output. Ask to make it shorter, more formal, add a section, change the tone. Build it with Claude like a collaborator.

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Web search

Claude can search the web for current info. For FinOps research, vendor pricing, and news โ€” always ask Claude to search first.

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Claude Cowork

Assign Claude tasks on your desktop โ€” file organization, report generation, research. Works while you focus elsewhere.


Power Workflows for Your Job

Applied Claude

Specific workflows for your SaaS PO role.

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Vendor analysis

Upload a contract PDF + ask Claude to extract key terms: renewal date, auto-renewal clauses, true-up requirements, pricing tiers.

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Data to narrative

Paste in numbers or a spreadsheet. Ask Claude to write an executive summary that tells the story behind the data.

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Email drafting

Describe the situation and goal. Claude drafts the email. You edit. Cuts drafting time by 80%.

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Research synthesis

Ask Claude to research a topic, find multiple sources, and synthesize into a structured briefing. Replaces hours of manual research.

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Meeting prep

Share an agenda + background. Claude helps you prepare questions, anticipate objections, and draft talking points.

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Document creation

Describe what you need. Claude builds one-pagers, comparison tables, process docs, and more โ€” ready for SharePoint.


Official Courses

Anthropic Academy โ€” Start Here

All free. All official. Taught by the people who built Claude. Start with Claude 101, then follow the path below in order.

๐ŸŽ“ Start Here ยท Free ยท Certificate
Claude 101
The official foundation course. Learn how Claude thinks, how to collaborate with it effectively, and the mental model you need before learning anything else. No technical background required.
Open course โ†’
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AI Fluency Framework

The 4D framework โ€” Delegation, Description, Discernment, Diligence. Teaches you how to collaborate with AI safely, effectively, and ethically. Perfect after Claude 101.

FREE ยท CERTIFICATE โ†—
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Prompt Engineering (Interactive)

9-chapter hands-on tutorial โ€” the single highest-impact skill to learn. Covers roles, examples, XML structure, chain-of-thought, and more. Available on Google Sheets โ€” no coding needed.

FREE ยท GITHUB/GOOGLE SHEETS โ†—
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Enterprise Adoption of Claude

Built for people in your role โ€” how to roll out Claude across an organization, build team fluency, handle governance, and drive adoption. Highly relevant for your SaaS PO work.

FREE ยท CERTIFICATE โ†—
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Introduction to Agent Skills

How to build reusable Claude workflows that execute complex multi-step tasks automatically. Great for understanding what Cowork is doing under the hood โ€” and for evaluating AI tools.

FREE ยท CERTIFICATE โ†—
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Anthropic Prompting Docs

The official reference guide for prompting techniques โ€” roles, examples, chain-of-thought, XML tags, and more. Bookmark this. You'll return to it constantly as your skills grow.

FREE ยท REFERENCE โ†—
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Train the Trainer

Learn how to teach Claude skills to your own team. If you want to be the person who brings AI fluency to your organization โ€” this is your course. Advanced, but worth it.

FREE ยท CERTIFICATE โ†—
๐Ÿ—บ Your Recommended Order
1 Claude 101 โ€” foundation, do this first, ~1 hour
2 Prompt Engineering Interactive Tutorial โ€” highest ROI skill, ~2 hours
3 AI Fluency Framework โ€” how to collaborate with AI safely, ~1 hour
4 Enterprise Adoption โ€” when you're ready to bring this to your team
5 Train the Trainer โ€” when you want to teach your team what you've learned