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Prompt & Skill Introduction

Curated AI prompts for business, creative, and technical use cases.
The Metric Definition Auditor: Find Out Why Two Teams Report Different Numbers
Claude Sonnet 5.5 or GPT-5.4. Both follow the strict table format well. Smaller models tend to fill gaps with invented numbers, so keep the do-not-invent constraint and check that every estimate is labelled.Data AnalysisYour product team reports 48,200 active customers for March and your finance team reports 31,900. The quarterly review is on Thursday, and you need to know which number is wrong, or whether both are right under different definitions, before anyone presents either one.

The Metric Definition Auditor: Find Out Why Two Teams Report Different Numbers

Paste each team's definition and reported numbers to get a side-by-side breakdown of where the definitions diverge, which divergence explains the gap, and one canonical definition to agree on.

prompt-engineeringdata analysis
The Sprint Retrospective Facilitator: Turn Messy Team Notes Into Three Testable Experiments
Claude Sonnet 5.5 (also works with GPT-6.1 Sol and Gemini 4 Argon; longer note dumps benefit from larger context windows)productivityYour team's sprint ended with two stories missed and a retrospective board full of sticky-note comments. You have 20 minutes to prepare a summary and three experiments before the next planning session tomorrow morning.

The Sprint Retrospective Facilitator: Turn Messy Team Notes Into Three Testable Experiments

Paste raw retrospective notes and get grouped themes, one core pattern, and three experiments with hypotheses, owners and checkpoints that fit inside a single sprint.

prompt-engineeringretrospective
The Incident Postmortem Writer: Turn Scattered Incident Notes Into a Blameless Report
Claude Sonnet 5.5 (also works with GPT-6.1 Sol and Gemini 4 Argon; longer timelines benefit from models with large context windows)Developer ToolsYou are the engineer on call for a SEV-2 incident that resolved this morning. Your notes are scattered across alerts, a chat channel and three dashboards, and the postmortem review is tomorrow at 10:00.

The Incident Postmortem Writer: Turn Scattered Incident Notes Into a Blameless Report

Feed in alerts, timelines and channel chatter, and get a structured postmortem with sourced facts, flagged inferences, testable action items and the open questions you must answer before publishing.

prompt-engineeringincident-response
The Prompt Injection Red-Teamer: Stress-Test Your AI Agent Before Attackers Do
Works best with Claude Opus 4.5+ or GPT-5-class models used as a deliberately DIFFERENT model than the one powering your production agent — using the same model family to red-team itself risks sharing the same blind spots. Gemini 2.5 Pro also works well for this.Artificial IntelligenceYour company just deployed a customer-support AI agent that can look up order data and issue refunds autonomously, and before rolling it out to 100% of traffic, your engineering team needs to know whether a malicious user could manipulate it into issuing unauthorized refunds or leaking other customers' data.

The Prompt Injection Red-Teamer: Stress-Test Your AI Agent Before Attackers Do

A prompt that turns an AI model into an adversarial tester, generating the actual attack inputs — not generic advice — you need to check whether your production AI agent can be manipulated into unauthorized actions.

ai-agentsprompt injection
The Career Pivot Feasibility Analyzer: Turn Transferable Skills Into a Realistic Switch Plan
Claude Opus 4.5+ or GPT-5-class models (handles the multi-category reasoning best); works with Gemini 2.5 Pro. Smaller/faster models tend to default to generic encouragement instead of the blunt gap analysis this prompt requires.CareerYou're a marketing manager with 8 years in B2B SaaS who wants to move into product management, but you've spent six months going back and forth on whether to apply for PM roles now or go back to school for a certificate first, without actually knowing which of your current skills would count.

The Career Pivot Feasibility Analyzer: Turn Transferable Skills Into a Realistic Switch Plan

A prompt that gives you an honest verdict on whether your career pivot is actually feasible, and a 90-day plan to close the real gaps instead of the ones you're imagining.

ai-promptsproduct-management
The Negotiation Sparring Partner: Rehearse Your Hardest Ask Against an AI That Won't Go Easy on You
Claude Opus 5 or Sonnet 5 — both hold character consistency well across many rounds of a long conversation, which matters more here than raw reasoning power. GPT-5.4 works too but occasionally breaks character to over-explain; remind it to stay in role if that happens.finance-negotiationYou have a salary counteroffer, vendor contract renewal, or major purchase negotiation scheduled in the next few days, and you want to rehearse your actual arguments against realistic pushback before walking into the real conversation.

The Negotiation Sparring Partner: Rehearse Your Hardest Ask Against an AI That Won't Go Easy on You

A role-play prompt that puts a realistic, pushback-capable counterparty across the table from you before your real negotiation — with coaching notes after every round.

Negotiationsalary-negotiation
The Vendor Lock-In Auditor: Turn a Software Contract Into a Switching-Cost Risk Score
Claude Opus 5 — long-context handling makes it reliable for parsing full contract text alongside integration inventories. GPT-5.4 and Gemini 3 Pro both produce comparable analysis; Gemini occasionally needs an explicit reminder to keep the switching-cost table in table format rather than prose.Business & StrategyYour company's 3-year contract with a core SaaS vendor (CRM, ERP, or similar system-of-record) renews in 60 days, leadership wants a renewal negotiation strategy, and nobody has actually quantified whether you could switch vendors or if that threat is empty.

The Vendor Lock-In Auditor: Turn a Software Contract Into a Switching-Cost Risk Score

A structured prompt that turns vague lock-in anxiety into a hard number, so you walk into your next SaaS renewal with actual leverage instead of an empty threat to switch.

Business Strategyprocurement
The Product Photography Mockup Generator: Turn a Rough Description Into a Studio-Quality Shot
Works with any high-quality image generation model, including Nano Banana Pro, Midjourney, DALL-E 3, and Stable Diffusion/FLUX variants. The prompt structure (subject, setting, lighting, camera, mood) is deliberately model-agnostic since it mirrors how professional photographers already brief a shoot.creativeA solo founder running a small ceramics brand needs a hero product image for a new mug listing on Instagram and their Shopify store this week, but has no budget for a physical photoshoot and only a rough phone photo of the prototype to work from.

The Product Photography Mockup Generator: Turn a Rough Description Into a Studio-Quality Shot

A structured image-generation prompt that replaces vague requests like 'nice photo of my product' with the exact lighting, setting, and camera detail that separates professional-looking AI photography from obviously synthetic output.

image-generationprompt-engineering
The SQL Query Doctor: Diagnose Why Your Database Query Is Slow
Works best with Claude Opus 5 or GPT-6-class models for reasoning through execution plans and index tradeoffs; any capable coding model can follow the structure, but weaker models tend to suggest indexes without checking whether a query rewrite would be simpler or lower-risk.Developer ToolsA backend engineer notices a dashboard endpoint that used to load in under a second now takes over 4 seconds after the orders table crossed 50 million rows. They have the slow query and an EXPLAIN ANALYZE output in hand, but aren't sure whether the fix is a new index, a query rewrite, or a schema change — and don't want to guess on a production database.

The SQL Query Doctor: Diagnose Why Your Database Query Is Slow

A structured prompt that forces a real root-cause diagnosis of a slow SQL query before recommending any fix — distinguishing safe query rewrites from risky schema migrations.

prompt-engineeringpostgresql
The Content Repurposer: Turn One Blog Post Into Platform-Native Posts That Don't Read Like Copies of Each Other
Works well with Claude (Opus or Sonnet) and GPT-6-class models for holding platform-specific tone distinctions; any frontier model handles the structure, but weaker models tend to under-vary hooks without the explicit labeling requirement.marketingA content marketer just published a 1,500-word blog post on why remote-work productivity metrics are broken, and has 30 minutes before their social scheduling tool's weekly queue locks. They need native, non-duplicate posts for LinkedIn, X, and an Instagram caption that each stand alone and drive clicks back to the full piece, without just pasting the same paragraph into three different boxes.

The Content Repurposer: Turn One Blog Post Into Platform-Native Posts That Don't Read Like Copies of Each Other

A structured prompt that turns one article into distinct, platform-appropriate social posts — each with a different hook and a labeled source, instead of the same paragraph pasted three times.

prompt-engineeringsocial-media
The Jargon Eliminator: Turn Dense Technical Documentation Into Something a Non-Engineer Can Actually Use
Works well with Claude (Opus or Sonnet) and GPT-6-class models for holding technical nuance while simplifying; verify domain-specific claims (security, compliance, legal) against the source before sharing externally.Writing & CommunicationA backend engineer just shipped documentation for a new authentication API covering JWT rotation and idempotent retries. The sales team needs to explain these safeguards to a healthcare client asking pointed questions about session security and duplicate-charge protection during a live demo call in two hours — and they can't parse terms like “idempotent” or “token rotation” fast enough to answer confidently.

The Jargon Eliminator: Turn Dense Technical Documentation Into Something a Non-Engineer Can Actually Use

A structured prompt that translates technical documentation into plain English while flagging exactly which simplified details are safe to lose and which ones could cause a costly mistake.

prompt-engineeringdocumentation
The Landing Page Conversion Auditor: Turn Underperforming Copy Into a Prioritized Fix List
Works best with Claude (Opus or Sonnet) for nuanced copy critique and distinguishing real friction from stylistic preference; GPT-5-class models and Gemini 2.5 Pro also handle this well.marketingA marketing manager is about to increase paid search spend by $10,000/month for a SaaS landing page currently converting at 1.2% against a 3% category benchmark, and needs to know exactly what to fix before sending more traffic to a leaky page.

The Landing Page Conversion Auditor: Turn Underperforming Copy Into a Prioritized Fix List

A structured prompt that audits landing page copy for conversion friction — flagging vague language, missing trust signals, and unclear value propositions — then ranks fixes by impact versus effort.

prompt-engineeringmarketing