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The complete, free PromptCorrectly library — research-backed prompts and skills for ChatGPT, Claude, and Grok. Every prompt opens to a full, copy-ready page you can fork into the visual Studio. Page 12 of 38.

AI Engineering

Prompt Template Versioning System**Role:** Senior AI engineer focused on prompt operations. **Context:** Team has [N] production prompts. Curr…
A/B Harness for Prompts**Role:** Experimentation engineer applied to LLM products. **Context:** Team wants to A/B test prompt varian…
LLM Failure-Mode Taxonomy**Role:** AI safety researcher building the team's shared vocabulary for LLM bugs. **Context:** Team is shipp…
Streaming UX Patterns**Role:** Senior product engineer for AI products. You've shipped streaming UIs at 4+ companies. **Context:**…
LLM Cost Dashboard Spec**Role:** Engineering manager who has built 3 LLM cost dashboards across companies. **Context:** A team has n…
LLM Ops Runbook**Role:** SRE specialized in LLM-powered services. **Context:** Team is on-call for LLM features but has no r…
AI Safety Policy Doc**Role:** Trust & Safety lead at an AI company. **Context:** Company needs a public safety policy that covers…
Alignment Red-Team Prompt Set**Role:** AI alignment researcher applied to product red-teaming. **Context:** Team wants to stress-test an L…
RAG Chunking Strategy**Role:** RAG-specialist AI engineer who has tuned chunking for 5+ production systems. **Context:** A corpus …
Embedding Model Selector**Role:** AI engineer who has benchmarked 20+ embedding models on real corpora. **Context:** Team needs to pi…
Re-ranker Design Decision**Role:** RAG engineer who's added re-rankers to 3+ production systems and learned when they help vs add laten…
Query Expansion / Rewriting Strategy**Role:** RAG-focused AI engineer. **Context:** User queries are often short / ambiguous. Retrieval suffers. …
Output Formatter Chain**Role:** Senior AI engineer focused on structured outputs. **Context:** Product needs LLM outputs in a stric…
Structured Output Schema Designer**Role:** Senior backend engineer who has integrated 10+ LLM-generated outputs into downstream systems. **Con…
Function Calling Spec**Role:** Senior AI engineer specialized in tool-use / function calling. **Context:** Team is exposing N func…
Tool-Use Cost Analysis**Role:** AI ops engineer focused on agent cost. **Context:** An agent uses [N] tools. Some tools have $ cost…
Agent Memory Schema**Role:** Applied AI engineer specialized in long-running agents. **Context:** Agent runs over hours/days, ac…
Session State Design**Role:** Backend engineer applied to conversational AI products. **Context:** Multi-turn product. Each user …
Feedback Loop Architecture**Role:** Applied AI engineer who has built 4+ feedback systems that actually improved models. **Context:** T…
Human-in-the-Loop UX**Role:** Product designer applied to AI workflows. **Context:** A workflow needs human approval at certain s…
Annotation Guideline Writer**Role:** ML labeler-lead. Has written guidelines for 5+ labeling projects. **Context:** Team needs to label …
Grounding & Source Citation**Role:** RAG engineer focused on output faithfulness. **Context:** RAG product produces outputs but doesn't …
Refusal Policy Document**Role:** Trust & Safety eng applied to refusal behavior. **Context:** Product LLM both under-refuses (helps …
Jailbreak Resistance Audit**Role:** AI security researcher. **Context:** Production LLM product. Need to test its resistance to known j…
Output Safety Classifier**Role:** Trust & Safety ML engineer. **Context:** Need to classify LLM outputs as safe / unsafe before retur…
Model Card Writer**Role:** ML communications lead. You've written model cards for 4+ shipped models. **Context:** Team is rele…
AI Product Launch Checklist**Role:** AI product manager applied to launches. **Context:** Team is launching a new LLM-powered feature in…
AI Incident Postmortem**Role:** Incident lead applied to AI-specific failures. **Context:** Production incident: [DESCRIBE]. Severi…
Capability Scoping Doc**Role:** AI engineer scoping a new capability for product/design. **Context:** Team is exploring a new featu…
Vendor LLM Evaluation**Role:** AI vendor selection lead. **Context:** Team evaluating LLM providers (OpenAI / Anthropic / Google /…
AI Trust Page Copy**Role:** Trust & Safety + Marketing lead joint role. **Context:** Public-facing trust page that explains AI …
AI Sales Objection Handler**Role:** AI product evangelist working alongside Sales. **Context:** Enterprise buyers raise specific object…
AI Internal Onboarding Doc**Role:** Engineering manager onboarding new hires onto an AI-powered codebase. **Context:** New engineer joi…
AI Feature Spec**Role:** AI PM scoping a new feature. **Context:** Team is adding an AI-powered [FEATURE]. Need a spec engin…
AI Experiment Readout**Role:** Data scientist reading out an LLM experiment to a non-technical audience. **Context:** Just ran exp…
AI UX Writing Spec**Role:** Senior UX writer for AI products. **Context:** Product surface needs copy that sets expectations fo…
AI Budget Projection**Role:** Finance partner to the AI engineering team. **Context:** Need to project next 12-month AI budget. C…
AI vs Traditional Software ROI Memo**Role:** Strategy consultant to an exec evaluating AI adoption. **Context:** A capability could be built wit…
AI Feature Deprecation Plan**Role:** Product manager managing the AI feature lifecycle. **Context:** An AI feature shipped 18 months ago…
AI Skill Tree Roadmap**Role:** Head of AI Engineering planning the team's 12-month capability roadmap. **Context:** Team wants to …
AI Postmortem Pattern Library**Role:** Engineering manager building organizational learning. **Context:** Team has run 8+ AI postmortems b…

B2B SaaS

Monthly Investor Update — Calm + Concrete**Role:** Repeat founder writing your 14th monthly investor update. You write the update you wanted to read as…
Positioning Rebuild (April Dunford Method)**Role:** Positioning consultant who has repositioned 30+ B2B SaaS companies using April Dunford's framework. …
Pricing Tier Design (3 Tiers)**Role:** SaaS pricing strategist who has set pricing for 40+ B2B products from $0 to $50K ACV. You think in w…
ICP Narrowing Exercise**Role:** Senior product marketer applied to startup positioning. You've helped 20+ Series A companies escape …
Activation Funnel Audit**Role:** Senior product designer who has audited 30+ SaaS onboarding flows. You think in funnel drop-off rate…
M2 Retention Diagnosis**Role:** Analytics lead who has debugged 15+ retention curves. You recognize curve shapes (cliff, erosion, sh…
Seed-to-Series-A Board Deck**Role:** Repeat founder who has run 15+ board meetings. You build board decks that tell ONE story. **Context…
5-Stage Interview Loop for [Role]**Role:** Head of Eng / People who has designed loops for 30+ senior IC roles. You know which stages predict s…
Founder Voice Long-form Essay**Role:** Founder writing essays that 50k people read. You sound like a founder, not a brand. You have opinion…
Cap Table Dilution Analysis**Role:** Startup CFO consultant who has modeled 100+ cap tables for seed/A/B companies. **Context:** Current…
Pre-Mortem on [Decision]**Role:** Strategy advisor who has facilitated 30+ pre-mortems. **Context:** Decision/project: [DESCRIBE]. Ti…
Product Incident Postmortem**Role:** SRE / Eng Manager applied to blameless postmortems. **Context:** Incident: [title]. Sev: [N]. Durat…
Hiring Scorecard for [Role]**Role:** Hiring manager applied to scorecard design. **Context:** Role: [title]. Must-haves: [LIST]. Deal-br…
Termination / Performance Conversation Script**Role:** Engineering manager who has had 20+ hard performance conversations. **Context:** Employee: [name + …
Employee Equity Pitch**Role:** Founder communicating equity to new hires. **Context:** Candidate: [role + seniority]. Offer: [N sh…
Advisor Pitch**Role:** Founder cold-pitching an advisor. **Context:** Target advisor: [name + their expertise]. Why them s…
Co-founder Agreement Draft**Role:** Repeat founder + outside counsel on a co-founder agreement. **Context:** Co-founders: [N people]. E…
Investor Cold Outreach Email**Role:** Founder reaching a specific investor cold. **Context:** Investor: [name + fund]. Why them: [the spe…
Investor Due Diligence Response**Role:** Founder responding to investor DD. **Context:** Investor: [name]. They've sent a DD list (e.g., met…
409A Valuation Prep**Role:** Startup CFO prepping a 409A valuation appraisal. **Context:** Company stage: [seed/A/B]. Last raise…
NPS Deep-Dive Analysis**Role:** Customer success analyst applied to NPS. **Context:** Latest NPS: [score]. Sample size: [N]. Breakd…
SaaS Onboarding Email Sequence (5)**Role:** Lifecycle marketer for B2B SaaS. **Context:** Product: [DESCRIBE]. Activation moment: [first-value …
Expansion Playbook**Role:** Customer Success leader who has built expansion playbooks at 3+ companies. **Context:** Customer: […
Churn Survey Design**Role:** Retention researcher. **Context:** Churn type: [voluntary cancel / non-renewal / downgrade]. Sample…
Win-back Email Sequence**Role:** Lifecycle marketer applied to churned customers. **Context:** Customer: cancelled [N months] ago. R…
Price Increase Communication**Role:** Pricing + customer success joint role. **Context:** Increase: [% or $]. Affected customers: [count]…
Pricing Experiment Design**Role:** Pricing strategist applied to in-market experiments. **Context:** Current pricing: [tiers]. Hypothe…
Sales Discovery — 7 Questions**Role:** Top-quartile AE who closes 40% of qualified opps because discovery is non-negotiable. **Context:** …
Enterprise Security Questionnaire Response**Role:** Senior Security & Trust lead at a B2B SaaS. **Context:** Vendor: [name]. Questionnaire type: SIG Li…
Annual Planning Doc**Role:** Founder/CEO planning the next year for a 30-person SaaS. **Context:** Current ARR: [$X]. Target ARR…
Quarterly KPI Tree**Role:** Head of Operations applied to KPI design. **Context:** Quarter: [Q-N]. Top-line goal: [ARR / new lo…
Team Offsite Agenda**Role:** Chief of Staff applied to offsite design. **Context:** Team: [size + roles]. Duration: [1-3 days]. …
All-Hands Script**Role:** CEO running monthly all-hands. **Context:** Month: [N]. Big news: [1-2 items]. Hard news: [1 item i…
Founder LinkedIn Long-form Post**Role:** Founder writing LinkedIn long-form that gets 50k+ impressions. **Context:** Topic: [the thing you'v…
YC Application Essay**Role:** Founder writing the YC application. **Context:** Company: [name + 1-line]. Team: [N people, founder…
Accelerator Pitch Email**Role:** Founder applying to a non-YC accelerator (TechStars, 500, Latitud). **Context:** Accelerator: [name…
Pivot Announcement**Role:** Founder announcing a pivot to team + investors. **Context:** Old direction: [WHAT]. New direction: …
M&A / Acquisition Deck**Role:** Founder presenting to a potential acquirer. **Context:** Target acquirer: [name]. Why them: [strate…
M&A Teaser Document**Role:** Investment banker / founder packaging the company for sale. **Context:** Stage: [B/C]. Revenue: [$X…
Seed Extension Memo**Role:** Founder writing a seed-extension fundraise memo. **Context:** Original seed: [date + $]. Why you di…
Runway Forecast**Role:** Startup CFO modeling runway. **Context:** Cash on hand: [$X]. Burn: [$Y/mo]. Revenue: [$Z/mo + grow…
Burn Analysis**Role:** Operations CFO applied to burn. **Context:** Monthly burn: [$X]. Top expense categories: [LIST]. AR…
Scenario Planning for the Next 12 Months**Role:** COO applied to scenario planning. **Context:** Industry context: [DESCRIBE]. Macro context: [DESCRI…
Category Creation Memo**Role:** Founder + analyst attempting to name a new category. **Context:** Current category framing: [what p…
Competitive Battlecard**Role:** Sales enablement lead applied to competitive battle cards. **Context:** Competitor: [name]. They ha…
Sales Objection Handler**Role:** Sales leader applied to common objection responses. **Context:** Top 10 objections heard in the las…
Annual CEO Letter**Role:** CEO writing the annual letter for team + customers + investors. **Context:** Year: [N]. Top wins: […
5-Year Vision Document**Role:** Founder articulating the 5-year vision. **Context:** Current state: [ARR, stage]. Target: [where yo…

Marketing

Meta Ad Variants — 5 Angles**Role:** Senior paid social copywriter with 5+ years scaling Meta ads past $1M/mo at multiple DTC brands. **…
Google Search Ad Pack**Role:** Senior Google Ads strategist who has run paid search past $500K/mo across SaaS + DTC. **Context:** …
LinkedIn Paid Ad Brief**Role:** LinkedIn B2B paid lead with 50+ campaigns across $20-100M ARR SaaS clients. **Context:** ICP: [pers…
TikTok Ad Script (30s + 60s)**Role:** TikTok Spark Ads creative director who has scripted past 8-figure spend. **Context:** Product: [DES…
Brand Voice Document**Role:** Senior brand strategist who has codified voice for 30+ companies. **Context:** Company: [DESCRIBE].…
Positioning Audit**Role:** Positioning consultant trained in April Dunford's framework. **Context:** Current positioning page …
Competitor Teardown**Role:** Competitive intelligence analyst. **Context:** Competitor: [name]. Their website URL: [PASTE]. Thei…
Landing Page Rewrite**Role:** Senior CRO copywriter who has rewritten 100+ pages past 2x conversion lift. **Context:** Current pa…
CRO Experiment Design**Role:** Senior CRO analyst who has shipped 50+ landing-page tests at past statistical rigor. **Context:** H…
B2B Email Nurture Sequence (7-email)**Role:** B2B lifecycle marketer for SaaS. **Context:** ICP: [persona]. Lead source: [paid / organic / event]…
90-Day Editorial Content Calendar**Role:** Senior content strategist. **Context:** Brand: [DESCRIBE]. Strategic theme for the quarter: [theme]…