AIO APEX

Prompts

Curated AI prompts for business, creative, and technical use cases.

The Cohort Retention Analyzer: Find Where Users Drop Off and Why
Claude Opus 4.8 (also works well with GPT-5.6 and Gemini 3.5 Pro for structured data reasoning; avoid smaller/faster model tiers for this one — it needs multi-step causal reasoning, not just summarization)Data AnalysisYou're a growth PM at a 40-person B2B SaaS company. In Monday's leadership meeting, your CEO asks why the April cohort of new signups is retaining 12 percentage points worse than March's cohort at the Week 4 mark, and you have 20 minutes before your next meeting to come back with an answer that isn't 'we're not sure yet.'

The Cohort Retention Analyzer: Find Where Users Drop Off and Why

Turn a raw retention data export into ranked, testable hypotheses about why a cohort is churning worse than the others — in minutes instead of weeks.

product-analyticsretention-analysis
The Contrarian Briefing: Steelman the Strongest Case Against Your Own Position
Claude Opus 4.8 (also works well with GPT-5.4; models with strong reasoning depth produce sharper counter-arguments than fast/small models, which tend to default to generic "some critics say" hedging)learningYou're a startup founder about to pitch investors on doubling down on a paid acquisition channel that has driven 80% of your growth over the past year. Before the meeting, you run this prompt against your own thesis — that concentrating spend in this channel is the right call — to see the strongest case against channel concentration risk, so you walk into the pitch having already answered the hardest question instead of improvising when a partner asks it live.

The Contrarian Briefing: Steelman the Strongest Case Against Your Own Position

A prompt that builds the single strongest opposing argument to whatever you believe — not a weak strawman — plus the exact evidence that would prove you wrong, so you're never blindsided by the question you didn't prepare for.

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The SOP Builder: Turn Messy Process Notes Into a Numbered Procedure With Edge Cases
Claude Opus 4.8 (also works well with GPT-5.4 and Gemini 3 Pro — models with strong long-context reasoning handle the edge-case extraction step best; smaller/faster models tend to flatten edge cases into generic steps)productivityYou're the operations lead at a 40-person e-commerce company. Your best returns-processing rep — who trained every new hire informally over the shoulder for two years — just gave two weeks' notice. Before she leaves, you sit her down and record a rambling 45-minute voice memo where she talks through how she actually handles returns, including all the undocumented judgment calls: what she does when an item comes back damaged versus defective, how she handles returns shipped to the wrong address, when she approves a partial refund without requiring the item back at all. You paste the transcript into this prompt to turn two years of tribal knowledge into a document her replacement can follow from day one.

The SOP Builder: Turn Messy Process Notes Into a Numbered Procedure With Edge Cases

A structured prompt that converts a rambling voice memo or bullet-point brain dump into a clean SOP — separating the main procedure from edge cases and flagging contradictions instead of silently guessing.

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The Product Naming Brainstorm: 20 Name Candidates With Linguistic and Brand Analysis
Claude Sonnet 5 or GPT-5.5 (Gemini 3 Pro also works well for high-volume brainstorming)creativeYou're two weeks from a product launch and every naming discussion turns into a gut-reaction meeting — people vetoing names on instinct, circling back to options already rejected, with no structured way to compare candidates across styles or catch an embarrassing meaning in another market before it ships.

The Product Naming Brainstorm: 20 Name Candidates With Linguistic and Brand Analysis

A structured prompt that generates 20 product name candidates across four distinct styles, each with a phonetic breakdown, memorability rationale, and cultural risk check — then ranks the top three.

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The Tone Transformer: Rewrite Any Message in Four Professional Tones Instantly
Claude Sonnet 5 (also works well with GPT-5.5 or any model with strong instruction-following)Writing & CommunicationYou need to tell your manager a project deadline is slipping because of an unplanned technical issue, but you're not sure whether to lead with the bad news bluntly, soften it diplomatically, or frame it with some optimism — and you want to see all three side by side before you hit send, plus a formal version in case this needs to go to a client instead.

The Tone Transformer: Rewrite Any Message in Four Professional Tones Instantly

A structured prompt that takes one message and rewrites it as Direct, Diplomatic, Enthusiastic, and Formal versions side by side, so you can pick the right register before you hit send.

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This Prompt Turns Your Costs and Competitors Into Three Pricing Models
GPT-5.4, Claude Sonnet 5, or any model with strong quantitative reasoningStartups & BusinessYou're two weeks from launching a new SaaS tier and the founding team has been going back and forth on a single price point for days without a structured way to compare the actual tradeoffs between charging based on cost, competitors, or customer value.

This Prompt Turns Your Costs and Competitors Into Three Pricing Models

A structured prompt that builds cost-plus, competitor-based, and value-based pricing side by side, then recommends which one to actually use and why.

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This Prompt Turns One Keyword Into a Complete SEO Content Brief
GPT-5.4, Claude Sonnet 5, or any model with web search enabled for competitor researchmarketingYou're briefing a freelance writer for a new blog post tomorrow morning and need a complete, ready-to-hand-off content brief before you leave the office today, but you don't have time to manually research the SERP and outline it yourself.

This Prompt Turns One Keyword Into a Complete SEO Content Brief

A structured prompt that classifies search intent, builds an outline, and finds what competitors are missing — before a single sentence of the article gets written.

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The STAR Interview Prep Builder: Turn Your Work History Into Ready Behavioral Answers
Claude Opus 4.8 (also works well with GPT-5.4 and Gemini 3 Pro — any frontier model with strong instruction-following handles this reliably)CareerYou have a final-round interview in three days for a senior product manager role at a fast-growing fintech startup. The job posting emphasizes 'comfort with ambiguity, cross-functional leadership, and shipping under pressure' — but your resume is a list of bullet points, not stories, and you freeze every time someone asks 'tell me about a time when...'

The STAR Interview Prep Builder: Turn Your Work History Into Ready Behavioral Answers

A structured prompt that converts your resume or rough career notes into rehearsed, STAR-format answers for the specific behavioral questions a job description signals you'll face — without inventing a single fact.

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The Non-Technical Code Explainer: Translate Any Codebase Change Into a Plain-English Briefing for Executives
Claude Opus 4.8 (also works well with GPT-5.4 and Gemini 3 Pro — any frontier model with strong instruction-following handles this reliably)Developer ToolsYour engineering team just finished a six-week rebuild of the checkout service, and tomorrow morning you present it to the VP of Product and two board members who have no engineering background. You have fifteen minutes to explain what changed, why it mattered, and what risk remains, and if you reach for words like 'idempotency' or 'horizontal scaling' you will lose the room in the first sentence.

The Non-Technical Code Explainer: Translate Any Codebase Change Into a Plain-English Briefing for Executives

A structured prompt that turns any engineering change into a jargon-free briefing an executive, board member, or product stakeholder can act on in five minutes.

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The A/B Test Interpreter: Ship, Hold, or Kill in One Prompt
Claude Opus 4.7 (works well with GPT-5.4 and Gemini 3 Pro for statistical reasoning tasks)Data AnalysisYou're a growth PM and your two-week checkout redesign A/B test just wrapped. Leadership wants a ship/no-ship call in tomorrow's roadmap review, but the raw dashboard just shows a conversion rate that went up — it doesn't tell you if that's a real 5% lift or noise that will vanish next month, and nobody on the team has time to run the statistics by hand before the meeting.

The A/B Test Interpreter: Ship, Hold, or Kill in One Prompt

A prompt that forces statistical significance, power, and novelty-effect checks before you commit to a ship decision on your next A/B test.

prompt-engineeringdata analysis
Script Any Difficult Workplace Conversation Before You Walk In
Claude Opus 4.7 (works well with GPT-5.4 and Gemini 3 Pro too)Writing & CommunicationYou're a mid-level engineering manager and you have a 1:1 scheduled for tomorrow morning with a senior team member who has missed three consecutive sprint deadlines and has started publicly blaming other teams for the delays in front of the group. You've never had to confront someone senior about both a performance pattern and a trust-damaging behavior in the same conversation, and you're worried about either being too soft (letting the pattern continue) or too harsh (damaging a working relationship you still need).

Script Any Difficult Workplace Conversation Before You Walk In

A ready-to-use AI prompt that turns a sensitive workplace situation into a full conversation script — opening line, key points, anticipated pushback, and prepared responses — so you never have to improvise the hardest five minutes of your week.

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The Instant Product Mockup: Studio-Quality Product Photos Without a Camera
Nano Banana Pro (Gemini 3 Pro Image) or FLUX.1 — any modern image-generation model with strong photorealism and lighting control worksmarketingYou're a solo founder or small e-commerce seller who just got your first product sample back from the manufacturer. You need a scroll-stopping product photo for an Instagram ad launching tomorrow, but a professional photography session costs $300-800 and takes a week to schedule. You have a phone snapshot of the product on your kitchen counter and a launch deadline in 12 hours.

The Instant Product Mockup: Studio-Quality Product Photos Without a Camera

An image-generation prompt that turns a plain product description into a styled, photorealistic product shot ready for ads or listings — no camera, studio, or photographer required.

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