Prompt & Polish

Built for the PM
who's ready to build.

AI resources for non-technical program & project managers

You don't need to learn to code. You need to learn to direct. Field guides, hands-on challenges, vetted tools, and ready-to-use templates — structured for the way PMs actually work.

Start with the Field Guide → Try a Challenge
The PM who can move from idea to working thing — without waiting — is the one who gets called first.
📘 Field Guides

The what & why, grounded for PMs

Each Field Guide covers one foundational concept — what it is, why it matters for your role, and what your existing skills already give you.

See all Field Guides →
Field Guide 01
Vibe Coding for Program Managers
The PM role is being redefined by AI. This guide covers what vibe coding is, why it matters for your career, and how the skills you already have — scope definition, requirements thinking, iterative feedback — are exactly the skills it requires. Includes a sourced library of free training and certificates.
New ⏱ 30 min read Non-technical
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Coming Soon
Field Guide 02
Reading AI Output Without Writing Code
How to evaluate what AI builds, spot problems before they ship, and give feedback that actually improves the output — without needing to understand the code itself.
Non-technical
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Coming Soon
Field Guide 03
AI and the PM Workflow
Where AI fits into status updates, stakeholder communication, risk logs, and retrospectives — and where it doesn't. A practical map of the PM day-to-day.
Non-technical
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⚡ Iteration Challenges

Do first. Reflect second.

Each challenge puts a real PM problem in front of you and walks you through building a working tool — in under 5 minutes. The reflection comes after, not before.

See all Challenges →
Iteration Challenge 01
Change Order Tool
Change orders pile up, approvals stall, and no one has a clear view of total impact. In this challenge, you'll build a working change order tracker — in a single prompt — and then see exactly which PM skills made it work.
New ⏱ Under 5 min 🆓 Free
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Coming Soon
Iteration Challenge 02
Stakeholder Status Update
Build a one-page project status dashboard that auto-formats your weekly update — so you stop rewriting the same email from scratch every Friday.
⏱ Under 5 min
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Coming Soon
Iteration Challenge 03
Risk Log That Actually Gets Used
Most risk logs are abandoned by week two. Build one that's fast to update, easy to scan, and formats itself for executive review — all in a single prompt.
⏱ Under 5 min
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🔧 Tool Reviews

Vetted AI tools with a PM lens

No hype. Each review covers what the tool actually does well for a non-technical PM, what it doesn't, and whether it's worth your time.

See all Reviews →
Coming Soon
Tool Review 01
Claude vs. ChatGPT for PM Work
Side-by-side on the tasks PMs actually do — writing status updates, drafting briefs, building small tools. Which one performs better, and when does it matter?
Comparison
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Coming Soon
Tool Review 02
Cursor — Is It Worth It for Non-Technical PMs?
Cursor is built for developers. But there's a case for PMs who want to go deeper than browser-based tools. Here's the honest verdict.
Intermediate
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Coming Soon
Tool Review 03
Lovable — The No-Setup Builder
Lovable generates full apps from a description, no account setup or local environment needed. For PMs who want to prototype fast, this may be the right starting point.
Free tier Beginner
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📋 Templates

Ready-to-use prompts for common PM scenarios

Each template is a pre-built prompt you can copy, paste, and lightly adapt. The structure is already done — you just fill in your specifics.

See all Templates →
Coming Soon
Template 01
The Weekly Status Update
A prompt template that takes your raw notes and formats them into a clean, executive-ready status update — in the tone and structure your stakeholders expect.
🆓 Free ⏱ 2 min
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Coming Soon
Template 02
The Project Brief Generator
Answer five questions about your project and get a structured brief back — scoped, formatted, and ready to share with stakeholders or a development team.
🆓 Free ⏱ 5 min
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Coming Soon
Template 03
The Retrospective Synthesizer
Paste your retro notes — sticky notes, bullet points, raw feedback — and get a structured summary with themes, action items, and a one-paragraph narrative for leadership.
🆓 Free ⏱ 3 min
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Coming Soon
Template 04
The Vendor Evaluation Matrix
Describe what you're evaluating and your criteria — get back a formatted comparison matrix with a scoring framework, ready to drop into your next procurement conversation.
🆓 Free ⏱ 5 min
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Community

You're not the only PM
figuring this out right now.

Prompt & Polish is building a space for PMs to share what they've built, swap prompts that work, and learn from each other's iteration cycles. Early access coming soon.