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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 1 of 28.

Engineering

Staff-Engineer Code ReviewReviews a PR like a senior who optimizes for the next reader, not style nits.
Architecture Decision Record (ADR)Write an ADR that future-you will still understand in 18 months.
Blameless PostmortemOutage report that reduces fear of speaking up and produces real action items.
Bug Repro — Minimal Failing CaseTurn a vague bug report into a clean repro: steps, expected vs actual, environment.
Tech Debt PrioritizationRank a backlog by leverage × pain × confidence. Output an ordered ranking.

GTM

Cold Outbound — Peer-to-PeerReach a busy founder without AI-slop tone. Four lines, one ask, no hedging.
Press Release — YC ToneAnnounce a B2B SaaS launch in the YC style. Sharp lede, two metrics, one founder quote.
SaaS Pricing — First PrinciplesSet pricing for a new B2B SaaS. Three tiers, unit economics, anchor + decoy logic.
Positioning — April Dunford MethodFive-step positioning canvas: competitive alternatives, unique attributes, value, ICP, market.

Founder Voice

Calm + Concrete Investor UpdateMonthly update that earns trust by being honest about misses.
Founder Voice — Long-Form PostSound like a founder with opinions. Tight thesis, two stories, one bet.
Strategy Memo — Two-PagerDecision memo that earns the meeting. Context, options, recommendation, risks.
Board Deck — Narrative FirstBuild a board deck that tells one story. Not 40 slides of metrics.
Hiring Loop Design — Senior ICDesign a 5-stage interview loop that surfaces real signal, not theater.
Performance Conversation — Hard TruthHave a hard performance conversation that respects both people. Script + recovery plan.
Pitch Deck — The NarrativeBuild a 10-slide deck investors don't skim. Inevitability, wedge, traction, ask.

Sales

Sales Discovery — 7 Questions That Surface PainAsk the questions that surface pain, not features. Seven questions, no leading the witness.

Marketing

Cold Landing Page RewriteHeadline earns the scroll. Three benefits with proof. One CTA. No hero-image lies.
Onboarding Email Sequence5-email onboarding that gets users to first value, not just first login.

Research

Customer Interview SynthesisDistill 12 customer calls into themes, frequencies, and a top-3 list that survives committee.
Research Paper TL;DRCompress a 30-page paper into 5 lines + 4 structured takeaways.

Writing

Brand Voice RewriteTake any draft and rewrite it in your brand's voice. Keep meaning, drop hedges.
Newsletter Issue — Specific Subject LineHook earns the open. 3 curated items, one personal note, soft CTA.
Resume Rewrite — Tech ICCut every adjective. Quantify three things. Make the recruiter call you back.
Product Changelog — User-FacingAnnounce a feature ship. Lead with the job it does, not the feature name.
Conference Talk AbstractSubmit a talk that reviewers can't skip. Hook, claim, 3 takeaways, audience.
Thought Leadership — Contrarian TakeArgue a contrarian position credibly. Steelman opposition, then dismantle.

Content

YouTube Script — Built for RetentionHook → reframe → 3 acts → payoff. Designed to hold 60%+ retention.

Design

UX Critique — First 90 SecondsWalk through an onboarding flow. Flag friction with severity ratings.
Design Critique — Typography PassCritique a screen's type hierarchy: sizes, weights, leading, optical alignment.
Empty State — Designed for ActivationAn empty state that teaches the user what to do next. Not just a blank screen.
Form Validation MicrocopyError messages that respect the user. Specific, actionable, never condescending.

Customer Support

Angry Customer Reply — De-escalateAcknowledge, explain, propose, follow up. Don't roll over.

Ops

Meeting Notes → Action ItemsTurn messy notes into a clean owner+date action list.
OKR Refactor — From Wishful to FalsifiableTake wishful OKRs and turn them into bets you can actually grade.

Legal

SOC 2 Questionnaire — Vendor ReplyReply to a SIG Lite questionnaire using your SOC 2 report. Cite controls.
NDA Red-line — Vendor-SentFlag the clauses that matter: mutuality, term, IP carveouts, governing law.
Policy Doc — From First PrinciplesWrite a policy doc (e.g., remote work, AI usage) that's clear, lived, and won't gather dust.

Data

Customer Churn DiagnosisGiven a cohort table, propose 3 falsifiable hypotheses with test queries.
SQL → English ExplainerTranslate any SQL query into bullets that an analyst can act on.
Experiment Design — A/B TestDesign an A/B test that's powered, falsifiable, and shippable. Hypothesis to readout.

Finance

Cap Table Napkin MathRun dilution on a SAFE + Series A round. Pre, post, founder %, ESOP refresh.

Healthcare

Patient Intake — SOAP NoteCompress a 20-min intake call into a structured clinical note a physician can scan in 60s.

Education

Socratic Lesson PlanTeach a concept by asking, not telling. Five questions ordered by difficulty.
Rubric Design — Creative WorkDesign a rubric for grading creative work that doesn't kill the creativity.

E-commerce

Product Description — Job-to-Be-DoneSell without lying. Lead with the JTBD. Three specs. Risk reversal.
Amazon Listing — Algorithm + BuyerWrite a listing that wins the algorithm AND the buyer. Keywords, bullets, A+ copy.

Real Estate

Real Estate Listing — Sell the LifestyleSell the moment, not the square footage. 3 paragraphs.

Strategy

Pre-Mortem — Imagine We FailedRun a pre-mortem on a decision. Imagine it's failed; trace back the most likely cause.

AI

System Prompt — ArchitectBuild a system prompt for a custom agent that doesn't drift. Role, constraints, format.
Prompt Debugging — SystematicDiagnose why a prompt is producing poor output and fix it.

Management

Feedback — Radical CandorDeliver feedback that the recipient can hear AND act on. Specific, kind, future-focused.

Product

Product Spec — Shippable v0.1Write a spec that fits on one page and ships in one sprint.

AI Engineering

RAG vs Fine-tune Decision Memo**Role:** You are a senior AI engineer who has shipped both RAG-based and fine-tuned LLM products at productio…
Evals Harness Design for [Domain]**Role:** AI engineer who has built evals suites that have caught 30+ production regressions before they shipp…
System Prompt Audit**Role:** Senior prompt engineer who has audited 100+ production system prompts. You read prompts the way an e…
Agent Loop Halt-Condition Design**Role:** Applied AI engineer who has shipped agents that completed millions of tool-calling iterations in pro…
Vector DB Schema Migration Plan**Role:** Database architect specializing in vector stores at production scale. **Context:** Team is migratin…
Token Budget Audit**Role:** AI engineer focused on cost optimization. You've cut LLM bills 50-70% at multiple companies by ident…
Synthetic Test Set Generator**Role:** AI engineer specialized in evals. You generate synthetic test sets for products with no ground-truth…
Regression Suite Design**Role:** AI engineer who has watched 5+ companies regress quality silently when model versions rotated. You b…
LangSmith Trace Analyzer**Role:** Applied AI engineer who reads LangSmith traces for a living. You've debugged 200+ production agent r…
LangGraph State Design**Role:** AI engineer specialized in LangGraph / state-machine agent architectures. **Context:** Building an …
Multi-tenant Prompt Isolation**Role:** AI infrastructure engineer. You've built multi-tenant LLM systems serving 1000+ customers without cr…
Per-Customer Fine-tune ROI Analysis**Role:** AI ops lead. You've fine-tuned 20+ customer-specific models and learned that 60% of them weren't wor…
Model Upgrade Migration Plan**Role:** AI ops engineer. You've migrated production traffic across model versions 6 times. **Context:** A m…
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…