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Prompt & Skill Introduction

Curated AI prompts for business, creative, and technical use cases.
The Skill Decay Early-Warning System: Find Which Professional Skills Need Refreshing Before They Cost You
Works well with Claude Opus, GPT-5-class models, or Gemini Pro-class models — the scoring step needs reasonable judgment about how fast different skill types decay, which smaller models tend to flatten into generic advice.learningYou are a senior data analyst who hasn't written a SQL window function or CTE in 14 months because your current role is mostly dashboard maintenance in a no-code BI tool. You just landed a technical interview for an analytics engineering role in five weeks, and the recruiter confirmed it includes a live SQL screen.

The Skill Decay Early-Warning System: Find Which Professional Skills Need Refreshing Before They Cost You

A three-step analytical prompt that scores your skills on decay risk and real-world criticality, then forces a short, ranked refresh list instead of a vague "brush up on everything" plan — so your limited prep time goes to the one skill that will actually get tested.

career-developmentskill-audit
The Bad News Messenger: Draft Unwelcome Updates That Keep Trust Intact
Works best with Claude Opus or GPT-5-class models for the self-critique step, which needs genuine perspective-taking rather than template-filling. Works adequately with smaller models for Draft v1 alone, but the critique and revision steps are noticeably weaker.Writing & CommunicationYou are a product manager who just learned that the client-facing integration promised for Q1 is being pushed to Q3, because the two engineers who were building it got reassigned last week to an urgent security patch. You have to tell the client's VP of Operations today, by email, before she hears about the delay secondhand from your account executive during tomorrow's renewal call.

The Bad News Messenger: Draft Unwelcome Updates That Keep Trust Intact

A three-step prompt that drafts a difficult message, then forces the AI to critique its own draft from the recipient's most skeptical point of view before producing a final version — so the hedging and buried lede get caught before you hit send.

workplace communicationdifficult-conversations
The Competitive Positioning Teardown: Turn Your Product and 3 Rivals Into a Differentiation Map
Claude Opus 4.7 (also works well with GPT-5.4 and Gemini 3 Pro — needs a model that won't just agree with your framing, so avoid smaller/cheaper tiers tuned for agreeableness).Business & StrategyYour VP of Marketing asks you to refresh the competitive comparison page on the website before next week’s board meeting, and the positioning language hasn’t been touched since the Series A pitch deck eighteen months ago — competitors have since repriced, rebranded, and shipped features that made half your bullet points stale.

The Competitive Positioning Teardown: Turn Your Product and 3 Rivals Into a Differentiation Map

A prompt that turns scattered notes on your product and three competitors into a positioning map, real differentiation gaps, and a testable new value proposition.

messagingcompetitive-analysis
The Stakeholder Code Translator: Turn a Pull Request Into a Plain-English Risk Briefing for Non-Engineers
Claude Opus 4.7 (also works well with GPT-5.2 and Gemini 3 Pro -- needs a model with strong code comprehension, not a fast/cheap tier).Developer ToolsYou're a product manager looped into a Slack thread where an engineer says “small PR, just a delete feature, should be fine to ship today” -- you need to decide within the next 10 minutes whether to approve it before the sprint deadline, without being able to read the diff yourself.

The Stakeholder Code Translator: Turn a Pull Request Into a Plain-English Risk Briefing for Non-Engineers

A prompt that turns any pull request into a 3-minute, jargon-free risk briefing non-engineers can actually act on.

code reviewai-prompts
The Villain Motivation Deepener: Fix a Flat Antagonist Without Rewriting Your Plot
Works well with Claude Sonnet 4.6 or GPT-5.1 for the psychological reasoning and distinct-hypothesis generation; Gemini 3 Pro is a solid alternative. Avoid very short-context or lightweight model tiers, since the prompt needs to track multiple constraints (tone, existing plot, distinctness) simultaneously.creativeA novelist is 40,000 words into a manuscript and beta readers keep flagging the antagonist as 'forgettable' or 'a plot device,' without being able to say exactly why. Rather than rewriting plot structure, the writer wants to fix the character's underlying motivation so every scene the antagonist appears in gains weight, without contradicting anything already written.

The Villain Motivation Deepener: Fix a Flat Antagonist Without Rewriting Your Plot

Beta readers call your antagonist forgettable, but your plot already works. This prompt generates three distinct, psychologically grounded origin stories for your villain — each with a revealing line of dialogue — so you can fix the character without touching a single plot event.

storytellingcreative
The Funnel Leak Diagnostician: Find Which Funnel Stage Actually Costs You the Most Revenue
Works best with Claude Sonnet 4.6 or GPT-5.1 for the quantitative reasoning and hypothesis generation; Gemini 3 Pro also handles the table formatting well. Avoid lightweight/fast model tiers — the revenue-comparison math and skeptical hypothesis generation need a full-capability model.Data AnalysisA product or growth manager at a B2B SaaS company notices overall trial-to-paid conversion dropped this month. They have stage-by-stage funnel counts from their analytics tool and one sprint of engineering capacity before the next planning cycle, and need to decide which single stage to fix rather than spreading effort across three plausible-looking problems.

The Funnel Leak Diagnostician: Find Which Funnel Stage Actually Costs You the Most Revenue

Most teams fix the funnel stage with the scariest percentage drop. This prompt forces a revenue-ranked comparison instead, so a sprint of engineering time goes toward the leak that's actually expensive — not just the one that looks dramatic on a chart.

data analysisprioritization
The Recurring Meeting Auditor: Decide Which Standing Meetings Still Earn Their Slot on the Calendar
Claude Opus 4.7 (works equally well with GPT-5.1 or Gemini 3 Pro — any model that can hold a multi-item list and apply consistent scoring criteria across every item handles this well)productivityYour 12-person engineering team has 6 standing meetings on the calendar, several inherited from a reorg 18 months ago. Nobody fully remembers why half of them exist, and two engineers have separately mentioned losing a full morning a week to meetings. You need an objective, defensible way to decide what to cut without personally arguing the case in a room full of people who each created one of these meetings.

The Recurring Meeting Auditor: Decide Which Standing Meetings Still Earn Their Slot on the Calendar

A scoring framework that turns a list of standing meetings into keep, shorten, make-async, or kill verdicts — with the exact replacement format named for each cut, not just a vague "do this async" suggestion.

productivitymeetings
The Vendor Renewal Renegotiator: Turn a SaaS Contract Auto-Renewal Into a Price Reset
Claude Opus 4.7 (works equally well with GPT-5.1 or Gemini 3 Pro — any model with strong structured, multi-branch reasoning handles the tiered negotiation logic)finance-negotiationYour project-management SaaS tool is up for renewal in three weeks. Usage data shows you're paying for 40 seats but only 22 are active, and the vendor's proposed renewal is 18% above last year's price with no new features added to your tier. You need a structured way to push back before the auto-renewal clause locks you in at the higher rate.

The Vendor Renewal Renegotiator: Turn a SaaS Contract Auto-Renewal Into a Price Reset

A three-tier negotiation script that uses your own usage data to push back on an auto-renewal price hike — with a fallback and a walk-away point built in.

Negotiationvendor-management
The Pricing Page Objection Pre-Empter: Turn Pricing-Tier Copy Into Pre-Answered Buyer Doubts
Claude Opus 4.7 (also strong with GPT-5 and Gemini 2.5 Pro — any model good at commercial reasoning works; weaker models tend to skip the copy-vs-packaging classification and just rewrite everything as copy)marketingYou just shipped a new pricing page, or haven't touched the current one in eight months, and you suspect buyers are bouncing at the pricing step — but your analytics only show that they left, never why. You run this before the next pricing review meeting, pasting in the live tier copy and whatever competitor pricing your sales team has gathered from call notes.

The Pricing Page Objection Pre-Empter: Turn Pricing-Tier Copy Into Pre-Answered Buyer Doubts

A per-tier framework that separates objections a copy edit can fix from objections that are actually a packaging problem — so you stop rewriting headlines around a feature gap.

pricingSaaS marketing
The Promotion Case Builder: Turn Scattered Wins Into a Quantified Case for Your Next Level
Works best with a model that has a large context window and a plain, specificity-over-flattery style — Claude Opus 4.7, GPT-5.4, or Gemini 3 Pro. Smaller or distilled models tend to round vague claims up into confident-sounding prose instead of flagging them as weak, which defeats the entire point of this prompt.CareerYou are six weeks out from a promotion calibration cycle. You have a folder of self-review notes, a handful of Slack messages where a teammate said something nice, and a vague sense that this was a good year — but no structured case, and no idea which of it actually proves you are ready for the next level.

The Promotion Case Builder: Turn Scattered Wins Into a Quantified Case for Your Next Level

A prompt that forces every accomplishment into Action → Scope → Measurable Result before a promotion committee ever sees it — and tells you upfront if the case is not strong enough yet, instead of letting you find out after rejection.

prompt-engineeringperformance-review
The Email Thread Untangler: Turn a Chaotic Reply-All Thread Into Decisions, Owners, and a Draft Reply
Works with any strong conversational model — Claude Sonnet 5, GPT-5.4, or Gemini 3 Pro. Needs a large enough context window to hold a long thread in full, and strong enough reasoning to track who said what across many replies without losing the thread or merging two people's statements together.Writing & CommunicationYou return from two days offline to a 34-message reply-all thread about a vendor contract renewal, where three different people proposed three different numbers, someone asked a question on Tuesday that never got answered, and two people appear to have agreed to something in a side thread you weren't copied on. You need to know what was actually decided, what's still open, and who owns what, in the next five minutes — not by rereading all 34 messages.

The Email Thread Untangler: Turn a Chaotic Reply-All Thread Into Decisions, Owners, and a Draft Reply

A prompt that pulls apart a messy email thread into what was actually decided, what's still open, who owns what, and a ready-to-send reply — catching the contradictions a simple summary would smooth over.

The Feynman Teach-Back Simulator: Expose Gaps in Your Understanding by Explaining It to a Curious Novice
Works with any strong conversational model — Claude Sonnet 5 or Opus 4.5, GPT-5.4, or Gemini 3 Pro. The role depends on genuinely curious, specific follow-up questions rather than generic ones, so a weaker-reasoning model will default to shallow, templated questions instead of probing the real gaps in your explanation.learningYou just spent three days learning how OAuth 2.0's PKCE flow works before implementing it for your team's new mobile app, and you think you understand it — but you won't find out if you actually do until you're debugging it live in production. You need to stress-test your own understanding before that happens, not after.

The Feynman Teach-Back Simulator: Expose Gaps in Your Understanding by Explaining It to a Curious Novice

A role-play prompt that turns explaining a concept out loud into a diagnostic tool, catching the difference between what you actually understand and what you only think you do.