AI Prompt Library

Review the following code for bugs, performance issues, and readability. For each issue found, explain why it's a problem and suggest a fix. Then provide the improved code.

```
[PASTE YOUR CODE HERE]
```

Refactor this function into 3 smaller, well-named functions. Extract the data fetching logic, the transformation logic, and the rendering logic. Add TypeScript types. Keep the same external API.

This code has a bug: [DESCRIBE THE BUG]. The expected behavior is: [DESCRIBE EXPECTED]. Find the root cause, fix it, and explain what was wrong. Add a test that would have caught this bug.

Analyze this codebase architecture and suggest: 1) Current pattern identification, 2) Coupling issues, 3) Recommended design patterns to apply, 4) Step-by-step refactoring plan with code examples for each step.

[PASTE CODEBASE STRUCTURE OR KEY FILES]

Generate comprehensive unit tests for the following function/module. Use [JEST / VITEST / PYTEST / appropriate framework]. Cover: 1) Happy path, 2) Edge cases (empty input, boundary values, null), 3) Error cases, 4) Performance edge cases if relevant. Include test descriptions that explain the WHY, not just the WHAT.

[PASTE CODE]

Perform a strict code review on the following code. Check for: 1) SOLID violations, 2) Security vulnerabilities (OWASP top 10), 3) Performance bottlenecks, 4) Error handling gaps, 5) Testability issues, 6) Naming conventions, 7) Dead code. Rate severity: CRITICAL / HIGH / MEDIUM / LOW. Provide fixed code for CRITICAL issues.

[PASTE CODE]

Set up a new [LANGUAGE] project: package manager, linting, git ignore, README, env vars, test setup. Modern best practices for [YEAR].

Debug [DESCRIBE BUG]: 1) Root causes ranked, 2) Diagnostic steps, 3) Fix, 4) Prevention. Context: [PASTE CODE+ERROR]

Refactor into smaller modules: single responsibility, keep API, add TypeScript, extract utilities, update imports. Show structure then files.

[PASTE FILE]

Create REST endpoint for [RESOURCE]: CRUD, Zod validation, error handling, rate limiting, OpenAPI docs, tests. Framework: [EXPRESS/FASTIFY]. DB: [POSTGRES/MONGO].

Generate docs: architecture overview, module map, API reference, setup, usage examples, contributing guide. Markdown format.

[PASTE FILES]

Explain code in plain English with analogies: 1) What it does, 2) How it works, 3) Why it matters, 4) Example.

[PASTE CODE]

Explain regex: 1) What it matches, 2) Each symbol, 3) Use cases, 4) Edge cases, 5) Simpler alternative. Regex: [PASTE]

Full-stack [APP]: Frontend [REACT/NEXT], Backend [NODE/PYTHON], DB [POSTGRES/MONGO], Auth. Features: [LIST]. Generate all files.

Component library [LIST]: TypeScript props, variants, ARIA, Storybook, tests, examples. Styling: [TAILWIND/CSS].

Quick prototype [APP IDEA]: single-file, core feature, [LANGUAGE], in-memory, runs immediately. Main file + README. 30 min budget.

REST API for [RESOURCE]: [EXPRESS/FASTAPI]. CRUD, validation, errors, CORS, health check, sample data, auto-docs. Replit-ready.

React component for [DESCRIBE]: TypeScript, Tailwind, responsive, dark mode, ARIA, loading/error states. Features: [LIST]. Design: [DESCRIBE].

Landing page [PRODUCT]: hero+CTA, feature grid, social proof, pricing, FAQ, footer. React+Tailwind. Scroll animations. SEO meta+schema. Design: [DESCRIBE].

MVP of [APP IDEA]: one file, React+Tailwind, core feature, LocalStorage, no auth/backend, runs immediately. Responsive+errors+3 sample entries.

Optimize code for [PERF/READABILITY]: current complexity, bottlenecks, optimized code, before/after complexity, test verification.

[PASTE]

Explain [ALGORITHM] for junior dev: problem solved, intuition (analogy), walkthrough+example, complexity, when to use/not, interview Qs, [LANGUAGE] implementation.

Review spec: completeness, clarity, feasibility, testability, dependencies, risks, estimate. Score 1-10 per category + overall + top 3 issues.

[PASTE]

Research error [PASTE]: root cause, all solutions ranked, code examples, prevention, edge cases, docs. Cite sources. Context: [CODE+TRACE]

[N] user stories [FEATURE]: As a [user], I want [action] so that [benefit]. Each: priority (Must/Should/Could), acceptance criteria (2-3).

Test cases [FEATURE]: name, description, preconditions, steps, expected result, type (positive/negative/edge). 3+3+3.

Explain diff for non-technical: what changed, why, impact, risk, testing needed.

[PASTE DIFF]

Refactoring plan: code smells ranked, steps by dependency, each (what/why/risk/test), effort, final state.

[PASTE CODE]

Review architecture: patterns, coupling, cohesion, dependencies, testability, 3 improvements, risk.

[PASTE FILES]

Deep spec review: ambiguities, missing reqs, contradictions, testability, feasibility, security, performance, score(1-10).

[PASTE]

Tutorial [TOPIC]: prerequisites, what you build, step-by-step runnable code, explanation after each, common mistakes, next steps. Level: [DESCRIBE].

Tech spec [FEATURE]: overview, user stories, functional reqs, non-functional, data model, API design, UI/UX, testing, rollout, questions.

Resolve merge conflict: both sides intent, safe strategy, merged code, verify test, prevention.

[PASTE CONFLICT]

Optimize code: profile, optimizations list, optimized code, before/after complexity, memory impact.

[PASTE CODE]

Audit code: OWASP Top 10, input validation, auth issues, data exposure, dependency risks, fixes for CRITICAL, risk score.

[PASTE CODE]

Migrate [OLD] to [NEW]: what changed, why, migration code, breaking changes, rollback. Full migrated file.

[PASTE CODE]

TDD for [FEATURE]: 1) Failing test (Red), 2) Min implementation (Green), 3) Refactor. Framework: [JEST/VITEST].

CI pipeline [PROJECT]: build, test, lint, security scan, deploy, notification. Platform: [GITHUB ACTIONS/GITLAB].

Docker for [PROJECT]: Dockerfile (multi-stage), docker-compose (dev+prod), .dockerignore, health check, volumes, env vars.

DB migration [CHANGE]: up migration, down migration, data migration, indexes, FK constraints, test data. ORM: [PRISMA/TYPEORM].

GraphQL schema [DOMAIN]: Types, Queries, Mutations, Inputs, Enums, Resolvers, N+1 prevention. Domain: [DESCRIBE].

State management [APP]: state shape, library (Redux/Zustand/Jotai), data flow, actions, selectors, persistence. App: [DESCRIBE].

Add meaningful comments: function-level (what + why), complex logic, edge cases, TODOs. Avoid obvious comments.

[PASTE CODE]

API test cases for [ENDPOINT]: positive, negative, edge cases, performance (concurrent/large), security (auth/injection). Format: name, request, expected.

PR description for [CHANGE]: title, summary, changes list, testing done, screenshots if UI, breaking changes, checklist. Changes:

[DESCRIBE]

Architecture doc: system overview (ASCII diagram), components, data flow, tech choices (rationale), scalability, security, monitoring, limitations. System: [DESCRIBE].

Evaluate solution: requirements coverage, architecture, security, performance, maintainability, cost, risk, recommendation (adopt/modify/reject). Solution:

[PASTE]

Changelog from commits: group by Added/Changed/Fixed/Removed, user-facing descriptions, breaking changes highlighted, migration notes. Commits:

[PASTE]

Coding roadmap for [LANGUAGE]: fundamentals (wk1-2), core (wk3-4), projects (wk5-6), advanced (wk7-8), portfolio. Each: topics, resources, mini-project.

API design: resource naming, HTTP methods, status codes, pagination, filtering, versioning, auth, rate limiting, error format, documentation.

Database schema for [APP]: entities + relationships, table definitions, indexes, normalization check, denormalization, migration. DB: [POSTGRES/MONGO].

CI/CD for [PROJECT]: source control, build, test (unit/integration/e2e), security scan, staging, approval, production, rollback. Platform: [GITHUB/GITLAB].

Microservice for [CAPABILITY]: boundary, API contract, data ownership, communication, discovery, health, observability, scaling.

Incident response: severity levels (SEV1-4), on-call, detection, response steps, communication (internal/external), postmortem template, runbooks.

Cloud migration: current state, target architecture, strategy (lift/shift/refactor), phased timeline, risks, cost comparison, rollback.

React patterns for [USE CASE]: which pattern (compound/hooks/render props/context), why, code example, trade-offs, when NOT to use.

Async patterns: promises vs async/await, error handling, parallel, rate limiting, cancellation, retry. Scenario: [DESCRIBE].

Python best practices: type hints, error handling, logging, testing, performance, documentation, packaging. Task: [DESCRIBE].

SQL schema for [APP]: tables + columns, relationships, indexes, constraints, views, stored procedures, migration. App: [DESCRIBE].

Testing strategy: unit (framework, coverage), integration, E2E, manual, CI integration, flaky test handling. Project: [DESCRIBE].

Code review checklist: functionality, design, complexity, tests, naming, comments, security, performance. Project: [DESCRIBE].

Git strategy: branching model (GitHub Flow/Trunk/GitFlow), PR process, review requirements, merge rules, release, hotfix. Team: [N].

Deployment: blue-green, canary, rolling, feature flags, rollback, health checks, traffic splitting, monitoring. App: [DESCRIBE].

Tech debt: categories (code/arch/test/deps), each item (impact/effort/risk), prioritize, 90-day plan, prevention.

Load testing: scenarios (normal/peak/spike), user journeys, concurrent users, ramp-up, duration, metrics, tools, pass criteria.

Release notes for [VERSION]: 1) Version + date, 2) New features (user-facing), 3) Improvements, 4) Bug fixes, 5) Known issues, 6) Breaking changes, 7. Migration, 8. Credits. Tone: user-friendly.

Blameless postmortem: 1) Timeline, 2) Impact (users/duration/$), 3) Root cause (5 whys), 4) Contributing factors, 5) What went well, 6) Action items (owner+deadline), 7. Follow-up review.

SRE runbook for [SERVICE]: 1) Service overview, 2) Dashboards, 3) Alert definitions, 4) Common issues + fixes, 5) Escalation matrix, 6) Capacity planning, 7. Deployment, 8. Rollback.

API doc template: 1) Getting started, 2) Authentication, 3) Rate limits, 4) Endpoints (with examples), 5) Webhooks, 6) SDKs, 7) Changelog, 8. Support. Format: developer-friendly.

Architecture review for [SYSTEM]: 1) Diagram assessment, 2) Scalability, 3) Reliability, 4) Security, 5) Maintainability, 6) Cost, 7) Team alignment, 8. Recommendations (prioritized).

Tech spec review: 1) Completeness, 2) Clarity, 3) Testability, 4) Feasibility, 5) Dependencies, 6) Risks, 7) Estimate, 8. Score (1-10) + top 3 issues. Spec:

[PASTE]

Test plan for [FEATURE]: scope, test cases (unit/integration/e2e), data, environment, success criteria, risk areas. Feature: [DESCRIBE].

Release notes for [VERSION]: new features, improvements, bug fixes, breaking changes, migration, contributors. Changes:

[PASTE]

Architecture decision record: context, options (3), decision, rationale, consequences, reversibility. Decision: [DESCRIBE].

Runbook for [PROCESS]: overview, prerequisites, step-by-step, common errors + fixes, escalation, verification, rollback.

API documentation for [ENDPOINT]: resource model, methods, request/response schemas, error codes, auth, rate limits, versioning.

Data model for [APP]: entities, relationships (ERD), attributes, constraints, indexes, migration plan. App: [DESCRIBE].

Security review: attack surface, OWASP top 10, input validation, auth/authz, data protection, recommendations. System: [DESCRIBE].

Performance review: bottlenecks, query analysis, caching, resource usage, recommendations (ranked), expected improvements.

Bug report: title, environment, steps to reproduce, expected vs actual, screenshots, severity, frequency, workaround. Bug: [DESCRIBE].

Code review checklist: functionality, design, complexity, tests, naming, comments, security, performance. PR: [DESCRIBE].

Conventional commit: type (feat/fix/docs/refactor), scope, description (50 chars), body, breaking changes. Changes: [DESCRIBE].

Error handling for [API]: error codes table, messages (user-friendly), HTTP status mapping, retry, logging, client guidance.

Docker Compose for [STACK]: services, networks, volumes, environment, health checks, resource limits. Stack: [DESCRIBE].

Kubernetes manifests: Deployment, Service, ConfigMap, Secret, Ingress, HPA. App: [DESCRIBE]. Replicas: [N].

Terraform module: variables, resources, outputs, dependencies, tags. Resource: [DESCRIBE]. Cloud: [AWS/GCP/AZURE].

GraphQL mutation for [OPERATION]: input type, mutation definition, payload type, error handling, resolver. Operation: [DESCRIBE].

React component spec: props interface, state, events, render structure, styles, tests, storybook. Component: [DESCRIBE].

Vue component spec: props, emits, slots, setup, template, styles, tests. Component: [DESCRIBE].

Python script template: argparse, logging, main function, error handling, type hints, docstrings, requirements.txt. Task: [DESCRIBE].

Extract component: identify reusable parts, create component, pass props, update imports, verify. Code:

[PASTE]

Add TypeScript types: interfaces for props, return types, event handlers, generic constraints. Code:

[PASTE]

Error boundary: class component, fallback UI, error logging, recovery button, test. Framework: React.

Jest tests for [FUNCTION]: happy path, edge cases (empty/null), error cases, mock deps, 90% coverage. Function:

[PASTE]

Playwright E2E for [FLOW]: setup, navigation, interaction, assertions, cleanup. Flow: [DESCRIBE STEPS].

Input validation for [FORM]: required fields, type validation, custom rules, error messages, async validation.

Express middleware for [PURPOSE]: function signature, logic, error handling, next(), tests. Purpose: [DESCRIBE].

HTTP interceptor: request transform, response transform, error handling, retry, auth injection. Framework: [AXIOS/FETCH].

Custom React hook for [USE CASE]: API, state, effects, cleanup, tests, TypeScript types. Use case: [DESCRIBE].

State machine for [COMPONENT]: states, transitions, events, actions, guards, implementation. Component: [DESCRIBE].

Pagination for [LIST]: page size, navigation, total count, URL sync, loading, empty state. Framework: [DESCRIBE].

Infinite scroll: Intersection Observer, load more, loading indicator, end detection, error handling.

Debounced search: input handler, debounce (300ms), API call, results state, loading/clear states.

File upload: drag-drop, validation (type/size), progress bar, preview, error handling. Use case: [DESCRIBE].

Accessible modal: trigger, overlay, focus trap, escape close, animation, ARIA, tests.

Multi-step form: steps config, validation per step, progress indicator, navigation, final submit. Steps: [DESCRIBE].

Dark mode: theme context, toggle, localStorage, system preference, CSS variables. Framework: [DESCRIBE].

Copy to clipboard: click handler, Clipboard API, fallback, success feedback, error handling.

QR code generator: input, QR library, download PNG, customize (color/size), error handling.

Web Worker for [TASK]: creation, message passing, execution, error handling, cleanup. Task: [DESCRIBE].

Summarize the following document into 5 key points, each with a one-sentence explanation. Then list 3 action items if applicable.

[PASTE YOUR DOCUMENT HERE]

Write a compelling blog post introduction (150 words) about [TOPIC]. Start with a surprising statistic or question. End with a clear thesis statement. Tone: authoritative but approachable.

Create a detailed outline for an essay about [TOPIC]. Include: thesis statement, 4-5 main arguments (each with 2 supporting points), counterargument section, and conclusion. Use academic tone.

Write a 1500-word SEO-optimized article about [TOPIC]. Target keyword: [KEYWORD]. Include: H1, H2, H3 headings, a meta description under 160 chars, FAQ section with 5 questions, and a conclusion with CTA. Tone: professional yet accessible. Avoid fluff and AI cliches.

Write developer-friendly API documentation for the following endpoint. Include: 1) Brief description, 2) HTTP method + path, 3) Request parameters table (name, type, required, description), 4) Request example (curl + JSON body), 5) Response schema, 6) Error codes, 7) Rate limiting notes. Use OpenAPI 3.0 style.

[PASTE ENDPOINT INFO]

Write a technical specification document for [FEATURE/SYSTEM]. Include: 1) Overview and goals, 2) User stories (As a... I want... So that...), 3) Functional requirements (numbered, testable), 4) Non-functional requirements (performance, security, scalability), 5) Data model, 6) API changes, 7) Testing strategy, 8) Rollout plan, 9) Open questions. Be specific, not generic.

Rewrite email to be [PROFESSIONAL/FRIENDLY/URGENT]: adjust word choice, structure, greeting, length. Keep meaning.

[PASTE EMAIL]

Blog outline for [TOPIC], keyword [KEYWORD]: H1, meta desc, 5-7 H2 sections, key stats, FAQ, CTA. Tone: [DESCRIBE].

Content brief for [KEYWORD]: intent, word count, title (60 chars), meta (160 chars), H2/H3, PAA questions, entities, internal links, gaps.

Cluster keywords [PASTE]: pillar topic, subtopics, volume, difficulty, linking map, priority, intent per cluster.

Critique as [EXPERT]: hook, clarity, structure, tone, evidence, word choice, ending, grade (A-F) + 3 improvements. Be honest.

[PASTE]

Remix blog into: Twitter thread (8), LinkedIn post, Instagram carousel (7), email newsletter (300 words), YouTube outline. Each: message, tone, CTA.

[PASTE]

Podcast outline [TOPIC] [MINUTES] min: cold open(2m), intro+guest(3m), 2 main segments(10m each), Q&A(5m), picks(3m), outro+CTA(2m). Points per segment.

800-word story [PREMISE]: hook first line, show dont tell, one twist, satisfying ending, distinctive voice. Setting: [DESCRIBE]. Tone: [LITERARY/PULP].

Grant for [PROJECT]: exec summary(250 words), problem+data, methodology, goals+outcomes, timeline, budget, team, sustainability, evaluation. Funder: [DESCRIBE].

Show notes: title+number, one-sentence summary, timestamps, 5 takeaways, resources, guest bio, quote highlights, CTA. Transcript: [PASTE]

Changelog [VERSION]: Added/Changed/Fixed/Removed. Each: description, why it matters, how to use. No jargon. Breaking changes warning. Notes: [PASTE]

Paraphrase 3 ways: 1) Simplify (grade 8), 2) Formal (academic), 3) Expand (+30%). Each: text + changes + use case. Original: [PASTE]

Edit text: cut wordiness, fix passive, replace cliches, vary repetition, make specific, improve transitions. Original + edited + changes. [PASTE]

Brand voice [COMPANY]: 3 adjectives, vocab use/avoid, sentence structure, tone examples (welcome/error/social/complaint), forbidden phrases, before/after.

Draft [POLICY TYPE] policy: 1) Purpose, 2) Scope, 3) Definitions, 4) Policy statements, 5) Procedures, 6) Roles/responsibilities, 7) Compliance, 8) Review schedule. Formal, clear.

Generate FAQ for [TOPIC] (15 Qs): from simple to advanced. Each: question (natural language), answer (2-3 sentences, clear), related question link. SEO-optimized.

Rewrite in formal professional tone. Fix contractions, casual phrases, sentence structure. Keep meaning.

[PASTE TEXT]

Simplify to grade 6: short sentences (15 words max), common words, one idea per sentence, active voice.

[PASTE TEXT]

Expand outline into article: 2-3 paragraphs per section, examples, data, transitions. [WORD COUNT] words.

[PASTE OUTLINE]

Fix grammar, spelling, punctuation: fragments, run-ons, comma splices, agreement, tense. Corrected text only.

[PASTE TEXT]

Translate [SOURCE] to [TARGET]. Localize: idioms, measurements, currency, references. Maintain tone.

[PASTE TEXT]

[MINUTES]-min podcast script [TOPIC]: cold open(30s), intro(1m), 3 segments, listener Q, outro+CTA. SFX/music cues.

UX microcopy for [APP]: button labels (2 words), error messages (clear), empty states (encouraging), tooltips, onboarding.

Error messages [APP]: what happened (plain English), why, what to do next, how to prevent. Cover: validation, network, permission, 404, server.

Repurpose [CONTENT]: 5 Twitter posts, LinkedIn(300w), email(200w), Instagram caption, video script. Each: message, tone, CTA.

[PASTE]

API docs [ENDPOINT]: summary, method+path, auth, parameters table, request(curl+JSON), response(200+400+401), rate limits. OpenAPI style.

Blog conclusion [TOPIC]: summary(2-3 sentences), takeaway(1 sentence), CTA(next step), comment question. No cliches.

Professional email [SITUATION]: subject(60 chars), greeting, context(1 sentence), body, specific ask, closing. Tone: [FORMAL/FRIENDLY].

Grant [PROJECT]: cover, abstract(250w), problem(data), literature, goals(SMART), methodology, timeline(Gantt), budget, evaluation, team, sustainability. Funder: [DESCRIBE].

Create a recipe using: [INGREDIENTS]. Include: name, prep/cook time, ingredients, step-by-step, serving size, nutrition, tips. Dietary: [VEGAN/KETO/NONE].

Summarize [TITLE + AUTHOR]: thesis (1 sentence), 5 key arguments, evidence, takeaways, critique, who should read it.

[LANGUAGE] lesson for [LEVEL]: 10 vocabulary words, grammar rule, exercises, dialogue, cultural note. Topic: [DESCRIBE].

Cover letter for [JOB] at [COMPANY]: hook, relevant experience (2-3 examples), unique value, closing + CTA. Background: [DESCRIBE].

Write next novel chapter: continue plot, maintain voices, advance conflict, sensory details, end with hook. Previous summary:

[PASTE]
Next: [DESCRIBE]

[N]-page screenplay: scene heading, action description, character intros, dialogue (natural, subtext), parentheticals, transition. Scene: [DESCRIBE].

Poem about [TOPIC], form [FREE/SONNET/HAIKU]: vivid imagery, consistent meter, meaningful line breaks, emotional arc, memorable final line. Mood: [DESCRIBE].

Character bible: physical description, personality (3 traits + contradictions), backstory, motivations (want vs need), voice, relationships, arc. Genre: [DESCRIBE].

Fictional world: geography, magic/tech system (rules + limits), politics, economy, religion, daily life, history (3 events), conflicts. Genre: [DESCRIBE].

Budget justification: personnel (roles/FTE/rates), equipment, materials, travel, indirect costs, total + alignment with goals. Budget: $[AMOUNT].

Editorial letter: overall impression, big-picture issues (structure/pacing/character), chapter notes, recurring line issues, revision suggestions, encouragement. Manuscript:

[PASTE]

Review translation [SOURCE] to [TARGET]: accuracy, fluency, cultural appropriateness, consistency, style match, specific improvements. Original:
[PASTE]
Translation:
[PASTE]

Lesson plan for [SUBJECT] [GRADE]: objective, warm-up, main activity, group work, assessment, homework, materials. Duration: [MIN].

Rubric for [ASSIGNMENT]: 5 criteria scored 1-4 with descriptions. Content, organization, creativity, mechanics, effort. Assignment: [DESCRIBE].

Quiz on [TOPIC]: 5 MC, 3 T/F, 2 short answer, 1 essay. Answer key with explanations. Level: [DESCRIBE].

20 flashcards for [TOPIC]: front (question), back (answer). Organized easy/medium/hard. Q/A pairs.

Parent-teacher email: positive opening, observations, concern (data-based), suggested action, meeting invitation. Collaborative tone. Situation: [DESCRIBE].

Study guide for [EXAM]: key concepts (10), formulas/terms, practice questions (5), common mistakes (3), 7-day schedule. Level: [DESCRIBE].

Differentiated lesson for [TOPIC]: 3 versions (below/at/above grade): objectives, materials, activities, assessment.

IEP goals for [NEED]: 3 measurable annual goals, each with objective, measurement, quarterly benchmarks, mastery criteria. Need: [DESCRIBE].

Education grant for [PROGRAM]: need, description, objectives (SMART), activities, budget, evaluation, sustainability. Amount: $[X].

PD plan for [TEACHERS]: topic, objectives, agenda (half-day), materials, activities, assessment, follow-up. Topic: [DESCRIBE].

Syllabus for [COURSE]: description, objectives, materials, 15-week schedule, grading, attendance, integrity. Course: [DESCRIBE].

Sub plans for [GRADE/SUBJECT]: schedule, 3 lesson activities, behavior expectations, contacts, early finishers, materials. Duration: [N] days.

Lab report for [EXPERIMENT]: hypothesis, materials, procedure, data table, analysis, conclusion, error discussion, future work.

Project rubric: 6 criteria (content/creativity/presentation/research/collaboration/timeliness), each 1-4 with descriptors. Project: [DESCRIBE].

Essay feedback: thesis clarity, argument structure, evidence, mechanics, originality. Specific suggestions. Score A-F.

[PASTE ESSAY]

Syllabus for [COURSE]: outcomes (5), weekly topics (15), readings, assignments, grading rubric, policies, accommodations. Course: [DESCRIBE].

Ghost write in [AUTHOR] voice: 1) Analyze their style (sentence length, vocabulary, tone), 2) Write [CONTENT TYPE] matching their voice, 3) Notes on adaptation. Sample:

[PASTE]

Edit this script: 1) Tighten dialogue (cut unnecessary), 2) Improve pacing, 3) Fix plot holes, 4) Enhance character voice, 5) Add stage directions. Script:

[PASTE]

FAQ page for [TOPIC]: 15 Q&As from simple to advanced. Each: natural language Q, clear A (2-3 sentences), related question link. SEO-optimized.

Writing style guide for [BRAND]: voice (3 adjectives), tone examples (welcome/error/social/complaint), vocabulary do/dont, formatting rules, banned phrases.

Newsletter template: 1) Subject line formula, 2) Preview text, 3) Lead story, 4) Quick hits (3), 5) Resource section, 6) CTA, 7. Footer. Brand: [DESCRIBE].

Whitepaper outline for [TOPIC]: 1) Executive summary, 2) Problem, 3) Solution, 4) Technical details, 5) Case studies, 6) ROI, 7) Conclusion, 8. References. 10-15 pages.

Ebook outline for [TOPIC]: 1) Title + subtitle, 2) Chapter list (8-10), 3) Each chapter: key points, word count, visuals needed, 4) Total estimate. Topic: [DESCRIBE].

Technical blog post [TOPIC]: 1) Hook (real-world problem), 2) Background, 3) Core concept + ASCII diagram, 4) Code example (tested), 5) Pitfalls, 6) Best practices, 7. Further reading. 1500 words.

Balanced product review for [PRODUCT]: overview, features (5), pros (3), cons (3), who should buy, verdict. Honest, specific.

Formal business letter for [PURPOSE]: sender/recipient, subject, opening, body, call to action, closing. Standard format. Purpose: [DESCRIBE].

Executive summary of [DOCUMENT]: purpose (1 sentence), key findings (3), recommendations (3), next steps, timeline. Max 250 words.

[PASTE]

10 FAQs from document: questions cover main topics, answers 2-3 sentences, basic to advanced, include edge cases.

[PASTE]

10 bullet point summary: one idea per bullet, under 15 words, ordered by importance, include data. Content:

[PASTE]

Translate to [LANGUAGE] formal register: maintain professional tone, adapt idioms, use honorifics, preserve formatting.

[PASTE]

5 metaphors for [CONCEPT]: each from different domain (nature/tech/cooking/sports/music), explain mapping, when to use. Concept: [DESCRIBE].

Creative brief for [PROJECT]: background, objectives, audience, key message, deliverables, timeline, budget, metrics. Project: [DESCRIBE].

Content brief for [KEYWORD]: intent, title (60 chars), meta (160 chars), H2/H3, word count, internal links, competitor gaps, FAQs.

cinematic portrait of [SUBJECT], dramatic lighting, shallow depth of field, shot on 85mm lens, golden hour, film grain, ultra detailed --ar 4:5 --style raw --v 6

professional product photography of [PRODUCT], on marble surface, soft studio lighting, shallow depth of field, commercial quality, 50mm lens, white background --ar 1:1 --style raw --v 6

photorealistic product photograph of [PRODUCT], natural window light, shallow depth of field, marble countertop, warm tones, shot on 50mm f/1.8, ultra detailed, no text

A bold event poster for [EVENT NAME] on [DATE]. Large readable text saying '[EVENT NAME]'. Modern minimalist design, geometric shapes, vibrant accent color. No stock photos.

minimalist logo design for [BRAND NAME], [DESCRIBE INDUSTRY], geometric shapes, negative space, vector style, flat design, single color on white background, professional brand identity --no text --ar 1:1 --v 6

professional [PRODUCT TYPE] product photography, [BACKGROUND DESCRIPTION], soft studio lighting from upper left, slight reflections, shot on Phase One IQ4, 80mm lens, f/8, high-key retouching, commercial advertising style

typographic poster design, large bold text reading "[YOUR TEXT HERE]", [DESCRIBE THEME], letterform as visual element, high contrast, modern Swiss design influence, [COLOR PALETTE], print-ready

architectural visualization of [BUILDING TYPE], [ARCHITECTURAL STYLE], integrated with landscape, golden hour lighting, realistic materials, people for scale, shot from [EYE LEVEL / AERIAL / WORM EYE], professional architectural rendering --ar 16:9 --v 6

editorial illustration for an article about [TOPIC], [ART STYLE: flat / isometric / line-art / watercolor / collage], [COLOR MOOD], metaphorical composition, no text, suitable for web article header, 16:9 aspect ratio

character design sheet for [CHARACTER DESCRIPTION], multiple views (front, side, back, 3/4), full body turnaround, neutral pose, [STYLE: anime / realistic / stylized], clean reference background, character turnaround sheet, concept art --ar 16:9 --v 6

lifestyle product photo of [PRODUCT] in [SETTING], natural lighting, authentic, 35mm, candid, commercial --ar 4:5 --style raw --v 6

website hero for [INDUSTRY], [COLORS], abstract geometric, corporate, gradient lighting, 3D render, minimal, no text --ar 16:9 --style raw --v 6

social graphic for [TOPIC], bold typography area, [COLORS], flat design, gradients, geometric, [STYLE] --ar 1:1 --v 6

editorial illustration for [TOPIC], [STYLE: isometric/line-art/watercolor], [MOOD], metaphorical, clean bg --ar 16:9 --v 6

mood board for [PROJECT], [5 VIBE WORDS], textures, colors, typography, photography, swatches, cohesive --ar 4:3 --v 6

photorealistic portrait of [SUBJECT], [AGE], [EXPRESSION], skin texture, [LIGHTING], 85mm f1.4, [BACKGROUND], editorial, high detail

architectural visualization [BUILDING], [STYLE], [MATERIALS], [TIME] lighting, realistic shadows, landscape, people scale, ultra detailed

food photography of [DISH], [PLATING], steam, [SURFACE], directional lighting, garnish, 100mm macro f4, appetizing, commercial

Document ComfyUI workflow: purpose, input requirements, node descriptions, output specs, issues, performance tips, variations. Workflow: [DESCRIBE]

Batch workflow for [TASK]: input folder [N] images, steps [LIST], output _processed, skip+log errors, memory mgmt, progress. Node layout.

photorealistic [SUBJECT], [SCENE], [CAMERA/LENS], [LIGHTING], f/[APERTURE], high detail, sharp focus, natural colors. Negative: blurry, deformed, watermark.

anime [SUBJECT], [POSE], [HAIR/CLOTHING], studio quality, detailed eyes, clean lineart, [COLORS], [BG], [LIGHTING], masterpiece

Social kit [BRAND]: IG post 1080x1080, story 1080x1920, Twitter 1500x500, LinkedIn 1200x1200, FB 1640x856. Colors: [LIST]. Style: [DESCRIBE].

game asset: [TYPE], [STYLE: pixel/3D/cartoon], [COLORS], front-facing, clean bg, game-ready, high detail, [GENRE] game style

character design sheet [CHARACTER DESCRIPTION]: front/side/back views, full body, neutral pose, [STYLE: anime/realistic/stylized], clean reference bg, concept art --ar 16:9 --v 6

3D render of [PRODUCT/SCENE], [COLORS], soft studio lighting, octane quality, clean bg, product photography, high detail --ar 1:1 --v 6

isometric illustration of [SCENE], [COLORS], clean lines, detailed, soft shadows, modern flat design --ar 16:9 --v 6

watercolor of [SUBJECT], soft brush strokes, [MOOD], bleeding edges, paper texture, traditional media --ar 4:3 --v 6

cinematic scene [DESCRIPTION], dramatic lighting, [TIME], atmospheric, film still, [LENS], color grade [MOOD] --ar 21:9 --v 6

seamless textile pattern [MOTIF], [COLORS], [STYLE: geometric/floral], repeating, design-ready --ar 1:1 --v 6

storyboard frame [SCENE], simple line art, character poses, camera angle, action notes --ar 16:9 --v 6

overhead flat lay [FOOD] on [SURFACE], natural lighting, arranged, fresh, professional food photography --ar 1:1 --v 6

architectural night shot [BUILDING], illuminated windows, [LIGHTING], dramatic sky, reflection --ar 16:9 --v 6

fantasy landscape [DESCRIPTION], [LIGHTING], epic scale, [COLORS], concept art quality, detailed, matte painting --ar 21:9 --v 6

product photography [PRODUCT] on [SURFACE], [BACKGROUND], studio lighting, 360 showcase, ultra clean --ar 1:1 --v 6

abstract infographic background, [COLORS], geometric data viz elements, clean modern, text overlay space --ar 16:9 --v 6

B&W portrait [SUBJECT], [EXPRESSION], chiaroscuro, 85mm, deep shadows, fine art, film grain --ar 4:5 --v 6

abstract gradient [COLOR 1] to [COLOR 2], smooth, subtle texture, modern minimal, website hero suitable --ar 16:9 --v 6

coin design [THEME], [METAL], embossed details, [SYMBOL], clean rim, minting style, macro --ar 1:1 --v 6

book cover [GENRE] [TOPIC], [MOOD], central imagery: [DESCRIBE], typography area, professional --ar 2:3 --v 6

photorealistic interior [ROOM], [STYLE], [COLORS], natural lighting, furniture: [DESCRIBE], real estate photography

product mockup [PRODUCT] on [DEVICE], realistic lighting, [BACKGROUND], brand styling, commercial quality

fashion lookbook [GARMENT], [MODEL], [POSE], [LIGHTING], [BACKGROUND], editorial fashion photography

landscape photography [LOCATION], [TIME], [WEATHER], [SEASON], dramatic [ELEMENT], wide angle, professional

abstract art [COLORS], [STYLE: geometric/organic], [TEXTURE], gallery quality, emotional depth, high resolution

Improve AI art prompt: add art style references, lighting/atmosphere, composition guidance, technical specs, 3 variations. Original:

[PASTE]

Color palette for [PROJECT]: primary, 2 secondary, 3 accents, backgrounds (light/dark), text colors, usage guidelines, contrast ratios. Mood: [DESCRIBE].

Font pairings for [PROJECT]: heading font, body font, accent, weights, line-height, Google Fonts alternatives. Style: [MODERN/CLASSIC/MINIMAL].

YouTube thumbnail [TOPIC]: visual idea, text (5 words), color scheme, expression, background, layout, 3 variations.

Instagram grid [BRAND]: aesthetic, 9-post cycle, mix (quotes/product/lifestyle/UGC/edu), color rotation, caption + hashtag strategy.

Color theory for [PROJECT]: 1) Color wheel basics, 2) Scheme (mono/analogous/complementary/triadic), 3) 60-30-10 rule, 4) Psychology, 5. Accessibility.

Logo concept for [BRAND]: 5 ideas, each: style (wordmark/symbol/combination), color, meaning, scalability, applications. Brand: [DESCRIBE].

Brand guidelines: logo usage, color palette (with hex), typography, imagery style, tone of voice, do/dont examples. Brand: [DESCRIBE].

landscape photography [LOCATION] [TIME] [WEATHER], wide-angle, dramatic, reflections, long exposure --ar 16:9 --v 6

studio portrait [SUBJECT], three-point lighting, [COLOR] background, Hasselblad, 100mm, f2.8 --ar 4:5 --v 6

product [PRODUCT] on white, soft box lighting, Phase One, 80mm, f11, commercial --ar 1:1 --v 6

architectural photography [BUILDING], blue sky, golden hour, glass facade, people scale --ar 16:9 --v 6

fashion editorial [GARMENT], [MODEL], studio, dramatic, [COLOR] bg, Vogue style --ar 4:5 --v 6

overhead food [DISH] on [SURFACE], styled props, natural light, professional --ar 1:1 --v 6

abstract 3D render, [COLORS], organic shapes, octane, soft shadows --ar 16:9 --v 6

typographic art, text [YOUR TEXT], [FONT], 3D lettering, [COLOR] gradient, bold --ar 16:9 --v 6

cinematic still [SCENE], [MOOD], dramatic lighting, film grain, anamorphic --ar 21:9 --v 6

fantasy city [DESCRIPTION], [LIGHTING], epic scale, [ARCHITECTURE], atmospheric --ar 16:9 --v 6

character design [DESCRIPTION], [STYLE], front view, neutral pose, concept art --ar 1:1 --v 6

geometric logo [BRAND], minimalist, negative space, [COLOR], Swiss design --ar 1:1 --v 6

floral textile pattern, [FLOWERS], [COLORS], botanical, seamless repeat --ar 1:1 --v 6

watercolor portrait [SUBJECT], soft edges, bleeding colors, paper texture --ar 4:5 --v 6

cyberpunk [SCENE], neon lights, rain, reflections, blade runner aesthetic --ar 16:9 --v 6

minimalist abstract, [COLOR 1] [COLOR 2], geometric shapes, negative space --ar 1:1 --v 6

vintage travel poster [DESTINATION], Art Deco, [COLORS], bold typography --ar 2:3 --v 6

surreal landscape [ELEMENTS], impossible geometry, [COLORS], dreamlike --ar 16:9 --v 6

cozy interior [ROOM], warm lighting, [FURNITURE], plants, lifestyle --ar 4:3 --v 6

product render [GADGET], [MATERIAL], studio lighting, minimal, Apple-style --ar 1:1 --v 6

Research [TOPIC] and provide: 1) A 3-paragraph summary, 2) 5 key findings with sources, 3) 3 counterarguments, 4) Recommended next steps. Cite all sources.

What are the top [NUMBER] [TOPIC] in 2026? For each, provide: name, key features, pricing, best use case, and a source link. Focus on tools available globally.

Fact-check the following claims. For each claim, provide: 1) Verdict (True/False/Partially True/Unverified), 2) Evidence with sources, 3) Context missing from the original claim. Be rigorous and cite primary sources.

[PASTE CLAIMS HERE]

Conduct a literature review on [TOPIC]. Provide: 1) Key findings from the last 5 years, 2) Consensus vs debated points, 3) Methodology trends, 4) Research gaps, 5) Recommended next steps for someone entering this field. Cite at least 10 peer-reviewed sources with DOIs.

Conduct a deep-dive research report on [TOPIC/COMPANY/TECHNOLOGY]. Cover: 1) Background and history, 2) Current state, 3) Key players/stakeholders, 4) Technology/methodology overview, 5) Strengths and limitations, 6) Future outlook (12-36 months), 7) Resources for further learning. Prioritize primary sources over secondary commentary.

Synthesize notes: 1) Key findings, 2) Patterns, 3) Contradictions, 4) Gaps, 5) Implications, 6) Next steps. Cite sources.

[PASTE NOTES]

Competitor matrix [PRODUCT] vs [COMP1],[COMP2],[COMP3]: features, pricing, market, differentiators, weaknesses, news, reviews. Table with sources.

Analyze [INDUSTRY] trends as of [DATE]: what, why now, players, evidence, trajectory, implications. 5+ trends with citations.

Fact-check [CLAIM]: verdict (True/False/Misleading), accurate parts, misleading parts, evidence URLs, opposing evidence, context, better phrasing.

Report on [TOPIC]: exec summary, background, current state, players, technology, strengths/limits, regulations, future, funding, resources. Cite all.

Research [TOPIC] on X/Twitter now: top 5 opinions, common questions, sentiment, influencers, misinformation, gaps. Representative tweets.

Questionnaire for [GOAL] 10-15 Qs: 3 demographic, 5 behavioral, 3-5 attitudinal (Likert). Each: text, type, why, what reveals. No leading Qs. Target: [DESCRIBE].

[N] research questions [TOPIC] for [AUDIENCE]: open-ended, specific, rating scale, comparative, scenario-based. Each: why + what reveals.

8-tweet thread [TOPIC]: 1(hook+claim), 2-6(evidence+sources), 7(implication), 8(CTA). Under 270 chars, data, sources.

Answer questions about document: answer(2-3 sentences), quote, reference, confidence. If not found, say so.
Questions:
[PASTE]
Document:
[PASTE]

Analyze paper: thesis, methodology, findings, limitations, significance, implications, questions, follow-up reading.

[PASTE]

Literature review [TOPIC]: intro, methodology, thematic analysis (group by theme), each (findings/debates/gaps), synthesis, research gaps, conclusion. [N] words.

Analyze policy: what it requires(plain English), who affected, timeline, cost, implementation, mistakes, risk, comparison.

[PASTE]

Synthesize user research: themes(3-5), each(evidence/frequency/severity), quotes, pain points ranked, opportunities, recommendations.

[PASTE]

Analyze argument: main claim, premises, logical structure, fallacies, counterarguments, stronger version. Argument:

[PASTE]

Learning style analysis: visual/auditory/kinesthetic, best study methods, note-taking, memory techniques, schedule. Preferences: [DESCRIBE].

Debate prep for [TOPIC], position [PRO/CON]: 3 strongest arguments each side, rebuttals, key data/sources, persuasive framing.

Reading list for [TOPIC]: 3 foundational, 3 intermediate, 3 advanced, 2 contrarian. Each: why it matters, key takeaway, reading order, time.

Abstract: background (2 sentences), research gap, methodology, key findings, significance, keywords (5). 250 words max. Formal style. Paper:

[PASTE]

Policy brief: exec summary, issue background, current situation (data), policy options (2-3), recommendation (with evidence), implementation. 2 pages. Audience: [DESCRIBE].

Research methodology for [QUESTION]: approach, data collection, sample, variables, analysis, validity, ethics, limitations. Question: [DESCRIBE].

Survey for [GOAL]: screening, 10-15 questions (mix types), skip logic, demographics, open-ended, completion time, analysis plan. Target: [DESCRIBE].

Customer interview guide: opening, background, current behavior, problem exploration, solution feedback, closing. Each: why asking + what to listen for.

10 books for [GRADE/TOPIC]: title, author, level, summary, why recommended, discussion questions. Theme: [DESCRIBE].

Refine research question: specific enough? answerable? novel? significant? 3 alternative formulations. Question: [DESCRIBE].

Check citations: format (APA/MLA/Chicago), missing info, DOI accuracy, in-text match, reference list completeness.

[PASTE]

Peer review: summary, strengths (3), weaknesses (3), minor issues, recommendation (accept/revise/reject), specific comments.

[PASTE ABSTRACT]

Customer research plan: 1) Objectives (3), 2) Method (interview/survey/observation), 3) Participants (10-15), 4) Discussion guide, 5. Timeline, 6. Budget, 7. Analysis method, 8. Output.

Research outline for [TOPIC]: question, sub-questions (5), methodology, literature, data sources, analysis, expected findings.

User research plan: questions (5), method, participants (8-10), discussion guide, timeline, budget, output. Goal: [DESCRIBE].

Write a cold email to [PERSON] at [COMPANY] about [PRODUCT/SERVICE]. Keep it under 100 words. Start with their specific pain point. End with a single clear CTA. No buzzwords.

Analyze the [INDUSTRY] market for [GEOGRAPHY]. Provide: 1) Market size and growth rate, 2) Top 5 competitors with strengths/weaknesses, 3) Key trends (next 12-24 months), 4) Customer pain points, 5) Regulatory considerations, 6) Recommended go-to-market strategy for a new entrant. Cite sources where possible.

Conduct a competitive analysis for [YOUR PRODUCT] vs [COMPETITOR 1], [COMPETITOR 2], [COMPETITOR 3]. Create: 1) Feature comparison table, 2) Pricing comparison, 3) SWOT for each, 4) Positioning map axes suggestion, 5) 3 differentiation strategies, 6) Quick-win action items.

Write a 5-email onboarding sequence for [PRODUCT/SERVICE]. Email 1: Welcome + quick win. Email 2: Core feature deep-dive. Email 3: Case study / social proof. Email 4: Advanced tip. Email 5: Conversion/push to action. For each: subject line (under 50 chars), preview text, body (under 150 words), CTA. Tone: [FRIENDLY / PROFESSIONAL / CASUAL].

3 product descriptions for [PRODUCT]: benefit/story/technical tone, 100-150 words, feature bullets, CTA, SEO for [KEYWORD].

5 Instagram captions for [TOPIC]: hook, body lines, CTA, 10-15 hashtags, under 2200 chars. Voice: [DESCRIBE].

20 cold email subject lines for [PRODUCT] to [AUDIENCE]: question, personalization, curiosity, benefit, pattern interrupt. Under 50 chars.

SWOT for [COMPANY]: 3-5 items each (strengths/weaknesses/opportunities/threats). Each: point, evidence, implication. Table format.

Market size for [PRODUCT] in [GEO]: TAM (top-down+bottom-up), SAM, SOM, growth rate, assumptions, sources. Show work.

4-week calendar for [BRAND]: daily topic, format, keyword, title, message, CTA. 40% edu, 30% engage, 20% promo, 10% BTS.

3 personas for [PRODUCT]: demographics, job, goals, pain points, sources, objections, channels, buying triggers. Real data based.

15 ad variations for [PRODUCT] on [PLATFORM]: 5 headline, 5 benefit, 5 social-proof. Each: text, headline, desc, CTA. Under [LIMIT] chars. No clickbait.

Landing page [PRODUCT]: hero headline (10 words), subheadline, 3 benefits, social proof, 3 features, 3 FAQ objections, CTA. Tone: [DESCRIBE].

[YOUR PRODUCT] vs [COMPETITOR]: price, feature gap, audience, channels, their advantage, their weakness, your opportunity, threat (1-5). Table.

Analyze sales call: summary (2 sentences), pain points, objections+handling, features, buying signals, next steps, deal stage, coaching, follow-up email.

[PASTE]

8-tweet thread [TOPIC]: Tweet 1=hook, under 270 chars each, line breaks, 1-2 examples, Tweet 7=insight, Tweet 8=CTA. Tone: [EXPERT/RELATABLE].

Press release [ANNOUNCEMENT]: headline(100 chars), lead paragraph, exec quote, details, second quote, company boilerplate, contact. Under 500 words.

RFP response [QUESTION]: restate, our approach (3-5 steps), differentiators, experience, risks+mitigation, timeline, pricing. Confident+specific.

Job desc [ROLE] at [COMPANY]: title+level, about us, what youll do (5-7 bullets), requirements (5-7), nice-to-have (3-5), benefits, remote/onsite. Welcoming tone.

Journey map [PRODUCT]: Awareness/Consideration/Purchase/Onboarding/Usage/Advocacy. Each: goal, touchpoints, emotions, friction, opportunities, metric. Table.

5-email onboarding [PRODUCT]: Day 0 welcome+win, Day 1 core feature, Day 3 use case, Day 7 advanced, Day 14 conversion. Subject(50 chars)+body(150 words)+CTA.

7-day social calendar [BRAND] [PLATFORMS]: post type, topic, caption, hashtags, best time, CTA. 3 edu, 2 engage, 1 promo, 1 BTS. Voice: [DESCRIBE].

Summarize RFP [PASTE]: 1) Key requirements, 2) Evaluation criteria, 3) Submission deadline, 4) Must-haves vs nice-to-haves, 5) Budget if stated, 6) Our win themes, 7) Gaps/questions.

Write case study [CLIENT+PRODUCT]: 1) Challenge, 2) Solution, 3) Implementation, 4) Results (metrics), 5) Quote, 6) Takeaways. 800 words. Professional tone.

Positioning [PRODUCT]: target customer, category, key benefit, differentiator, reason to believe. For [target], [product] is [category] that [benefit] because [reason].

4-email cold sequence [PRODUCT] to [AUDIENCE]: 1)value+ask 2)social proof 3)pain+solution 4)break-up. Subject(50 chars), body(120 words), CTA.

Landing copy [PRODUCT]: hero(10 words), subheadline, 3 benefits, how it works(3 steps), social proof, pricing teaser, 3 FAQ, CTA.

Research [COMPETITOR]: overview, market, pricing, 5 features, 3 weaknesses, recent news, customer sentiment, differentiation opportunities.

Brand story [COMPANY]: origin, problem, solution, mission, vision. Tone: [AUTHENTIC/INSPIRING]. [N] words.

[MINUTES]-min presentation [TOPIC]: per slide (title, visual, script, transition). [N] slides. Audience: [DESCRIBE].

Customer feedback response: acknowledge, apologize if needed, explain (no excuses), what we are doing, what to expect. Empathetic.

[PASTE]

6-month roadmap [PRODUCT]: quarterly themes, 3-5 features, dependencies, metrics, risks. Now/Next/Later. Table.

OKRs [ROLE] [QUARTER]: objectives (inspiring), 3 key results each (measurable), confidence (0-1), stretch vs committed. Table.

SOW [PROJECT]: overview, scope(deliverables), timeline, acceptance criteria, out of scope, payment schedule, assumptions, change process.

RFP response [PROJECT]: exec summary, understanding, approach, team, timeline, pricing, risk mitigation, differentiators, references, terms. RFP:
[PASTE]

Competitive intel [COMPANY] vs [COMPETITORS]: moves(90 days), pricing, launches, leadership, funding, wins/losses, strengths/weaknesses, recommendations.

Board memo [TOPIC]: exec summary(3 sentences), background, situation(data), options(2-3 pros/cons), recommendation, financial impact, risks, timeline, decision needed.

OKRs [ROLE] [QUARTER]: objectives (inspiring), 3 key results each (measurable), confidence (0-1), stretch vs committed. Table.

Project handoff: overview, status, done, in-progress, next (roadmap), issues, contacts, access, ongoing tasks.

Blameless postmortem: summary, timeline, impact, root cause (5 whys), factors, well/wrong, action items, lessons, follow-up date.

Change mgmt [CHANGE]: what+why, who affected, comms plan, training, timeline, risks, metrics, rollback, recognition.

Interview rubric [ROLE]: 5 competencies, behavioral Q+scoring(1-5), technical assessment, culture fit, red/green flags, decision matrix.

Vendor eval [CATEGORY]: capability(30%), pricing(20%), support(15%), security(15%), integration(10%), references(10%). Score 1-5.

Budget request [ITEM]: what, why (business case), cost breakdown, alternatives, ROI (timeframe+metrics), risk of not approving. Amount: $[AMOUNT].

Stakeholder comms [PROJECT]: map, each (frequency, format, content, channel, owner), messages by phase, escalation path.

Crisis comms [SCENARIO]: summary, key messages(3), Q&A (anticipated+answers), notification order, channels, timeline, spokesperson, monitoring.

30-60-90 plan [ROLE]: Days 1-30(Learn: orientation, training), 31-60(Contribute: own tasks), 61-90(Lead: responsibility, goals).

Quarterly OKRs [DEPARTMENT]: objectives align to company goal. 3 key results each, owner, confidence. OKR tree.

Quarterly plan [TEAM]: theme, top 3 goals (metrics), initiatives, capacity, risks, dependencies, metrics, weekly milestones.

Customer success [CUSTOMER]: profile+goals, usage, adoption gaps, milestones(30/60/90), cadence, expansion, renewal risk, advocacy.

Partnership outreach [TARGET]: why (mutual benefit), who to contact, cold email, follow-up(3), meeting agenda, proposal, negotiation.

Renewal [CUSTOMER]: health(1-10), usage, value delivered, risks, upsell, stakeholders, timeline, negotiation, retention backup.

Product launch [PRODUCT]: goals, audience, messaging, channels, content, pricing, sales enablement, checklist, monitoring, rollback.

Journey [PRODUCT]: Awareness/Consideration/Purchase/Onboarding/Usage/Support/Renewal. Each: goal, touchpoints, emotions, friction, metric.

Pricing [PRODUCT]: value metrics, models, competitor pricing, sensitivity, tiers(3), free tier, discount, annual vs monthly.

Churn [PRODUCT]: rate+trend, segments, reasons, lifecycle timing, predictors, retention by segment, win-back, success metrics.

Market expansion [PRODUCT] [NEW MARKET]: opportunity, competition, entry strategy, localization, timeline, resources, risks, metrics, budget.

Finance plan: monthly budget, debt payoff, emergency fund, investment basics, tax accounts, 30-day challenge. Income: $[AMOUNT]. Goals: [DESCRIBE].

Salary negotiation script: opening, value proposition (data-backed), the ask, objection handling (3 scenarios), closing. Current: $[X]. Target: $[Y].

Optimize resume for ATS: keyword analysis vs job, format check, action verbs, quantify achievements, skills section. Job:
[PASTE]
Resume:
[PASTE]

Networking email to [CONTACT TYPE]: personal opener, why reaching out, specific ask, value offer, clear CTA. Context: [DESCRIBE].

10 side hustles: skills [DESCRIBE], time [HOURS/week], budget $[X], goal $[Y/month]. Each: startup cost, time to first $, scaling, risk.

Content audit: SEO check, readability, structure, completeness, accuracy, engagement (hooks/CTAs). Content:

[PASTE]

Pitch script for [STARTUP]: problem(30s), solution(30s), market(30s), traction(30s), model(30s), team(15s), ask(15s). 3 min total. Data-driven.

Strategy memo: market context, current position (data), options (3 with investment/return), recommended path, resources, risks, 12-month milestones. Company: [DESCRIBE].

Crisis response plan: severity levels, response team, communication protocol, decision tree, resources, recovery steps, post-crisis review. Scenario: [DESCRIBE].

Due diligence: financials, market position, technology, team, legal/IP, customer concentration, growth, risks, valuation, recommendation. Data:

[PASTE]

20 brand names for [PRODUCT]: 5 descriptive, 5 abstract, 5 compound, 5 evocative. Each: pronunciation, meaning, domain suggestion. Industry: [DESCRIBE].

15 taglines for [BRAND]: 5 benefit, 5 emotional, 5 clever. Each: why it works, audience appeal, cultural issues. Personality: [DESCRIBE].

5 mission statements for [ORG]: under 25 words, clear + inspiring, action-oriented, different from competitors. Purpose: [DESCRIBE].

3 value props for [PRODUCT]: target customer, problem, unique benefit, why better, proof. For [target], [product] is [category] that [benefit] because [reason].

Quick SWOT: 3 strengths, 3 weaknesses, 3 opportunities, 3 threats. Each 1 sentence, actionable. Strategic insight from the 12 points.

PESTLE for [BUSINESS]: Political, Economic, Social, Technological, Legal, Environmental. Each: 3 current, 1 emerging, 1 impact. Top 3 to monitor.

Five Forces for [INDUSTRY]: rivalry, new entrants, supplier power, buyer power, substitutes. Each: high/med/low + why. Industry attractiveness + recommendations.

BCG matrix for [PRODUCTS]: Stars, Cash cows, Question marks, Dogs. Each: strategy (invest/harvest/divest). Products: [LIST].

User persona for [PRODUCT]: name, demographics, goals(3), frustrations(3), behaviors, tech comfort, channels, buying triggers, quote. Data: [DESCRIBE].

RICE prioritization: Reach, Impact(1-3), Confidence(0-100%), Effort(weeks). Score = R*I*C/E. Rank all. Features:

[PASTE LIST]

Competitor matrix: 5 competitors, 8 criteria, score (1-5), weighted ranking, your position, gaps to exploit, threats. Industry: [DESCRIBE].

Market brief: objectives(3), segments, key questions(10), methodology (qual+quant), sample, timeline, budget, deliverables, decision it informs.

Pricing experiment: hypothesis, 3 variants, traffic split, metrics (conversion/ARPU/churn), duration, segments, guardrails, success criteria, rollout.

30-day calendar for [BRAND]: platform, content type (edu/entertain/promo), topic, format, CTA. 40% edu, 30% entertain, 20% promo, 10% UGC.

SEO audit: title tag (60 chars), meta (160), H1/H2, alt text, internal links, page speed, mobile, schema, content quality. Page: [DESCRIBE].

Keyword strategy for [TOPIC]: 10 primary (volume+difficulty), 20 long-tail, PAA questions, content mapping, internal linking, priority order.

Link building for [SITE]: 10 target sites, outreach angle, content assets, guest post topics, resource pages, broken links, timeline. Site: [DESCRIBE].

Social strategy for [BRAND]: 3 platforms, 4 content pillars, posting frequency, content types, engagement plan, growth tactics, metrics.

Email strategy: types (welcome/promo/content/transactional), segmentation, automation flows, frequency, subject line formula, metrics. Business: [DESCRIBE].

Pitch deck: title, problem, solution, market, product, traction, model, competition, team, financials, ask. Each slide: key message + visual. 10-12 slides.

Financial model: revenue assumptions, cost structure, 12-month P&L, cash flow, break-even, sensitivity (best/base/worst), metrics (MRR/CAC/LTV/burn).

Monthly investor update: one-sentence summary, metrics (MRR/growth/burn/runway), wins, challenges, asks, next month focus. Honest, concise, data-driven.

Hiring process for [ROLE]: job description, sourcing, screening, interviews (3-4), assessment, decision criteria, onboarding. Level: [DESCRIBE].

Performance review template: self-assessment, manager assessment (5 dimensions), 360 feedback, goal review, development plan, rating scale. Role: [DESCRIBE].

Product spec for [FEATURE]: problem, target users, user stories, functional requirements, non-functional, success metrics, timeline, risks, open questions.

Competitive analysis for [YOUR PRODUCT] vs [COMPETITORS]: feature matrix, pricing, market position, strengths/weaknesses, differentiation strategy, action items.

MVP spec for [PRODUCT]: core problem, minimum features (3-5), what to exclude, success criteria, 4-week timeline, tech stack, validation metrics.

GTM for [PRODUCT]: target segment, positioning, pricing, channels (3), 12-week timeline, marketing, sales process, metrics.

Unit economics: revenue/user, CAC, LTV, gross margin, payback, contribution margin, break-even, sensitivity. Product: [DESCRIBE].

Churn framework: definition, predictors (10), data sources, model, alert thresholds, intervention playbook, measurement.

NPS: score breakdown, themes by segment, detractor root causes, promoter drivers, action plan, follow-up survey.

Segmentation: criteria, 4-6 segments, each (size/value/needs/channels), target segment, strategy per segment.

RFP for [CATEGORY]: requirements (must/should/could), evaluation criteria + weights, timeline, budget, contract terms, submission format.

SLA for [SERVICE]: description, uptime target, response times (by severity), escalation, reporting, credits/penalties, exclusions.

DR plan: RTO/RPO, backup strategy, failover, data recovery, communication, testing schedule, roles + contacts. System: [DESCRIBE].

Press kit for [COMPANY]: 1) Company overview, 2) Fact sheet, 3) Bios, 4) Logo + brand assets, 5) Product screenshots, 6) Press releases, 7. Contact. Company: [DESCRIBE].

Case study for [CLIENT+PRODUCT]: 1) Challenge, 2) Solution, 3) Implementation, 4) Results (metrics), 5) Quote, 6. Takeaways. 800 words. Professional tone.

Startup metrics dashboard: 1) Activation rate, 2) Retention (D1/D7/D30), 3) Revenue, 4) Growth rate, 5) CAC, 6) LTV, 7) Burn, 8) Runway, 9. NPS. For each: formula, target, frequency.

Board deck (10 slides): 1) Summary, 2) Metrics dashboard, 3) Wins/challenges, 4) Financials, 5) Product roadmap, 6) Team, 7) Market, 8) Competition, 9) Risks, 10. Asks. Each: key message + data.

User story map for [PRODUCT]: 1) User activities (horizontal), 2) Tasks under each (vertical), 3) MVP slice, 4) Releases (3-4), 5. Priorities. Format: ASCII grid.

Sprint plan for [DURATION]: 1) Sprint goal, 2) Capacity (hours), 3) Stories (with points), 4) Tasks breakdown, 5. Assignments, 6. Definition of Done, 7. Risks.

Content strategy for [BRAND]: 1) Goals, 2) Audience (3 personas), 3) Pillars (4), 4) Channels, 5) Calendar (12 weeks), 6) Production workflow, 7. Metrics, 8. Tools.

SEO strategy for [SITE]: 1) Keyword research (20 primary + 50 long-tail), 2) Content gaps, 3) Technical audit, 4) On-page checklist, 5. Link building, 6. Local SEO, 7. Monitoring, 8. 90-day plan.

Digital strategy for [BUSINESS]: 1) Current state, 2) Digital maturity, 3) Target state, 4) Roadmap (12 months), 5) Technology stack, 6. Team structure, 7. Budget, 8. KPIs.

Brand strategy for [COMPANY]: 1) Brand purpose, 2) Values (5), 3) Personality (3 traits), 4) Positioning statement, 5) Voice, 6. Visual identity, 7. Touchpoints, 8. Guidelines.

Marketing funnel for [PRODUCT]: 1) Awareness, 2) Interest, 3) Consideration, 4) Intent, 5) Purchase, 6) Retention, 7) Advocacy. For each: channels, content, metrics, optimization.

Growth experiment for [GOAL]: 1) Hypothesis, 2) Metric, 3) Variant design, 4) Sample size, 5) Duration, 6. Segments, 7. Success criteria, 8. Rollout plan, 9. Retro plan.

Deep competitor analysis for [COMPETITOR]: 1) Product walkthrough, 2) Pricing, 3) Target customers, 4) Strengths (5), 5) Weaknesses (5), 6) Recent moves, 7) Customer reviews, 8. Strategy prediction.

Market sizing for [PRODUCT]: 1) TAM (top-down + bottom-up), 2) SAM, 3) SOM, 4) Growth rate, 5) Trends, 6. Segments, 7. Geographic, 8. Seasonality, 9. Barriers, 10. Sources.

Startup pitch for [COMPANY]: 1) One-liner, 2) Problem (with data), 3) Solution, 4) Why now, 5) Market size, 6) Business model, 7) Traction, 8) Competition, 9) Team, 10. Ask. 3 minutes.

Monthly budget: income, fixed/variable expenses, savings, debt, discretionary. Table with amounts and percentages. Income: $[AMOUNT].

Business plan for [IDEA]: exec summary, problem, solution, market, model, competition, marketing, operations, financials, milestones.

Tax prep checklist: income documents, deductions, credits, filing status, deadlines, organization, common mistakes. Country: [DESCRIBE].

Debt snowball plan: list debts (balance/rate/min), order by balance, extra payment allocation, timeline, milestones. Debts:

[PASTE]

Emergency fund plan: target (3-6 months), monthly savings, account type, timeline, what counts as emergency. Expenses: $[AMOUNT].

Retirement plan: target age, monthly savings needed, investment strategy, accounts, withdrawal, healthcare, estate. Age: [CURRENT].

Money-saving strategy: where to find coupons, stacking, sales cycle, stock-up prices, apps, weekly routine. Category: [DESCRIBE].

Rental listing for [PROPERTY]: headline, description (3 paragraphs), feature highlights, neighborhood, CTA. Property: [DESCRIBE].

Negotiation email for [SITUATION]: collaborative opening, my position (data-backed), concession offer, ask, deadline, closing. Context: [DESCRIBE].

Stakeholder update: status (green/yellow/red), progress (3 wins), risks (2), asks (1-2), next steps. Data-first. Project: [DESCRIBE].

Product requirements for [FEATURE]: user need, success metrics, functional (10), non-functional (5), constraints, questions. Feature: [DESCRIBE].

SaaS metrics: MRR/ARR, CAC, LTV, churn, NPS, activation, retention. Each: formula, source, target, frequency. Product: [DESCRIBE].

GTM strategy for [PRODUCT]: ICP, positioning, pricing, channels, content plan, sales process, metrics. Product: [DESCRIBE].

Board update: headline metric, progress vs plan, wins (3), challenges (2), asks (1), next quarter focus. Company: [DESCRIBE].

Case study for [CUSTOMER]: challenge, solution, implementation, results (metrics), quote, takeaways. 800 words.

Competitor monitoring: 5 competitors, what to track, cadence, tools, alert system, report format. Industry: [DESCRIBE].

Keyword research for [TOPIC]: 10 seed, 20 long-tail, PAA questions, intent, difficulty, content mapping, priority order.

30-day calendar: daily topic, format, keyword, CTA. 40% edu, 30% engagement, 20% promo, 10% UGC. Brand: [DESCRIBE].

5-email sequence: welcome, value, social proof, urgency, CTA. Each: subject (50 chars), body (150 words), CTA. Purpose: [DESCRIBE].

Landing page for [PRODUCT]: hero, problem, solution, social proof, features, FAQ, pricing, final CTA. Product: [DESCRIBE].

10 ad variations for [PRODUCT] on [PLATFORM]: 5 benefit, 3 social proof, 2 urgency. Headline, body, CTA. Under [N] chars.

5 social posts for [TOPIC]: educational, entertaining, promotional, question, behind the scenes. Captions, hashtags, timing.

Pricing page: 3 tiers, feature comparison, FAQ, testimonial, CTA. Each tier: name, price, features, best for. Product: [DESCRIBE].

Onboarding flow for [APP]: welcome, setup (3 steps), first value moment, tips, notifications, skip option. App: [DESCRIBE].

Churn survey: why leaving?, what liked?, what missing?, competitor?, NPS, win-back offer. Product: [DESCRIBE].

Referral program: reward structure, flow, tracking, promotion, terms, metrics. Product: [DESCRIBE].

Persona card for [SEGMENT]: demographics, goals (3), frustrations (3), behaviors, tech comfort, quote, channels. Segment: [DESCRIBE].

Journey map: Awareness→Advocacy, each with goal, touchpoints, emotions, friction, opportunities, metrics. Product: [DESCRIBE].

Feature spec for [FEATURE]: user stories, acceptance criteria, mockups needed, API changes, timeline, risks. Feature: [DESCRIBE].

Analyze this contract for: 1) Unusual clauses, 2) Missing standard protections, 3) Liability risks, 4) Termination conditions. Flag each issue with severity (low/medium/high).

[PASTE CONTRACT HERE]

Extract clauses, categorize RISK/STANDARD/UNUSUAL. Each: quote, category, explanation, recommendation. Table format.

[PASTE CONTRACT]

Summarize contract: parties, agreements, payment, dates, termination, liability, unusual clauses(flag), risk.

[PASTE]

Analyze patent: what it covers(plain English), claims ranked, prior art, infringements, strengths/weaknesses, implications.

[PASTE]

I want to create a prompt for [TASK]. Help me design it by: 1) Defining the role the AI should play, 2) Specifying the exact output format, 3) Listing 3 constraints, 4) Providing 2 few-shot examples. Output the final prompt in a code block.

Design a 5-step prompt chain for [TASK DESCRIPTION]. For each step, provide: 1) The prompt itself, 2) What input it expects from the previous step, 3) What output it produces for the next step, 4) Quality check criteria. Ensure the chain builds progressively and each step output is verifiable before proceeding.

You are [ROLE] for [COMPANY]. Capabilities: [LIST]. Limitations: [LIST]. Tone: [DESCRIBE]. Unknown: [PHRASE]. Rules: ask clarifying, concise, links, no fabrication.

[N]-step Dify workflow for [TASK]: Input [TYPE] -> Process -> Enhance -> Quality check (loop if <[THRESHOLD]) -> Output [FORMAT]. Include retry+errors+logging.

Recommend HF model for [TASK]: type, language, size, fine-tuning, license, benchmarks, adoption, inference. Top 3 with trade-offs.

Brainstorm [TOPIC]: 10 wild ideas, 10 practical, 5 incremental, 3 paradigm-shifting. Top 5: why works, risk, first test, resources.

Decide [DESCRIBE]: weighted pros/cons, impact/effort, reversibility, worst/best case, regret test, missing info, recommendation+confidence.

Synthesize feedback by theme: quote, frequency, severity, action, owner, timeline. Top 3 priorities + 1 to ignore.

[PASTE]

Review outline: flow, hook (1-10), clarity, evidence, visual suggestions, pacing, engagement, weak slides, score + 3 improvements.

[PASTE]

Learning path for [SKILL] [LEVEL], 8 weeks: prerequisites, weekly plan, free resources, exercises, projects, assessment, pitfalls, community. [HOURS/WEEK].

Prep for [JOB] at [COMPANY TYPE]: 10 questions, STAR answers, questions to ask, red flags, salary tips, 30-sec pitch, follow-up email. Background: [DESCRIBE].

Summarize conversation: TL;DR (2 sentences), decisions, action items (owners), unresolved questions, links, next steps.

[PASTE]

Analyze skill gaps for [ROLE] targeting [GOAL]: 1) Required skills, 2) Current skills assessment, 3) Gaps (critical/moderate/nice), 4) Learning resources per gap, 5) 90-day plan, 6) Success metrics.

Chatbot persona [USE CASE]: name+personality(3 traits), tone, greeting, handling (greetings/complaints/unknown), do/dont, sign-off.

Reusable prompt pattern [TASK]: name, when to use, template(with [PLACEHOLDERS]), filled example, variations, failure modes, tips, alternatives.

Agent [USE CASE]: goal, tools, decision logic(flowchart), memory, error handling, human-in-loop, evaluation, cost/run, failure modes. Framework: [LANGGRAPH/CREWAI].

RAG [USE CASE]: sources, chunking(size+overlap), embedding, vector store, retrieval(semantic+keyword), reranking, context window, prompt, eval, cost/query.

Fine-tuning [MODEL] [TASK]: base model, data(size/format/quality), preparation, method(LoRA/full), hyperparams, evaluation, inference opt, cost, rollback.

Eval [SYSTEM]: dimensions(accuracy/safety/helpfulness/latency/cost), test data, metrics(automated+human), rubric, baseline, regression, monitoring, reporting.

Safety [SYSTEM]: input validation(injection/jailbreak), output filtering(toxicity/PII/hallucination), bias, privacy, security, transparency, oversight, response.

MCP server [CAPABILITY]: capability, tools(schemas), resources(URIs), prompts(templates), auth, error handling, testing, deployment, documentation.

LLM routing [APP]: task categories, model per category(+fallback), routing logic, cost optimization(cheap first), quality monitoring, latency, fallback chain, A/B.

Orchestration: task decomposition, agent assignment, data flow, error handling+retry, parallelization, checkpoints+human review, timeout+budget, monitoring, output.

Conversation [CHATBOT]: intents(list), each(triggers 5+/slots/response/follow-up), fallback, repair, escalation, personalization, tone guide, metrics.

Memory architecture: short-term, long-term, episodic, semantic. Storage (vector/relational/graph), retrieval, forgetting. Agent: [DESCRIBE].

Multi-agent system: roles, communication, coordination (sequential/parallel/hierarchical), shared state, conflict resolution, failure, human-in-loop. Framework: [DESCRIBE].

Tool for [AGENT]: name, input schema, output schema, error handling, rate limiting, auth, caching, testing, documentation. Framework: [OPENAI/MCP].

Prompt chain for [TASK]: decompose into steps, prompt per step (input/output spec), quality gates, retry/fallback, context management, human review.

Eval dataset for [SYSTEM]: categories (accuracy/safety/helpfulness/edge), 20 test cases each, expected outputs, scoring (0-5), adversarial, bias. System: [DESCRIBE].

Safety policy: use cases (allowed/prohibited), data handling, human oversight, bias testing, incident response, transparency, audit, training. Org: [DESCRIBE].

Evaluate LLM for [USE CASE]: benchmarks, cost/1M tokens, latency, context window, fine-tuning, safety, recommendation.

Test prompt: clarity, completeness, bias, edge cases, 10 test inputs, scoring rubric. Prompt: [PASTE].

Evaluate RAG: retrieval accuracy, faithfulness, answer relevance, context recall, context precision, latency.

Agent orchestration: roles (3), task distribution, communication, state management, error recovery, human checkpoints, output format.

Embedding strategy: model, dimension, chunk size, index type (HNSW/IVF), query (hybrid), re-ranking, cost. Use case: [DESCRIBE].

Data prep for fine-tuning: format, cleaning, splits, balance, augmentation, quality criteria, size. Model: [DESCRIBE].

Optimize inference: quantization (INT8/INT4), distillation, batching, caching, speculative decoding, hardware, cost vs latency.

Safety classifier: categories (toxicity/PII/harmful/legal), training data, model choice, threshold, human review, monitoring.

Conversation flow: intent map, slot filling, context management, fallback, escalation, error recovery, analytics. Chatbot: [DESCRIBE].

Token optimization: prompt compression, context pruning, caching, model routing, batch API, streaming, cost estimate.

Tool for [AGENT]: name, input schema, output schema, error codes, rate limits, auth, caching, tests. Agent: [DESCRIBE].

Conversation flow for [CHATBOT]: intent map, decision tree, slot filling, fallback, escalation, analytics. Chatbot: [DESCRIBE].

Evaluate prompt: clarity (1-5), completeness, specificity, bias check, edge cases, 5 test inputs, improvements. Prompt:

[PASTE]

Compare [MODEL A] vs [MODEL B]: context window, cost/1M tokens, latency, quality (benchmarks), fine-tuning, safety, recommendation.

Chunking strategy for [DOCUMENTS]: chunk size, overlap, splitting method, metadata, embedding model, evaluation metrics.

Safety guidelines for [SYSTEM]: allowed/prohibited use cases, input/output filters, human review, audit, incident response.

Adapt prompt for [LANGUAGES]: translate instructions, adapt examples, handle cultural context, language-specific patterns.

[PASTE]

Prompt chain for [COMPLEX TASK]: decompose steps, prompt per step, input/output spec, quality gates, retry, human review.

Evaluation framework for [AGENT]: test scenarios (10), success criteria, safety tests, cost tracking, latency, regression suite.

Model selection for [USE CASE]: requirements (latency/cost/quality), open vs API, fine-tuning, top 3 recommendations, trade-offs.

Vector DB comparison: Pinecone, Weaviate, Qdrant, pgvector, Milvus. Each: features, scale, cost, latency, recommendation.

Cost optimization for [AI APP]: current spend, usage analysis, model routing, caching, batch API, token optimization, expected savings.

AI system architecture for [USE CASE]: components, data flow, model selection, inference optimization, monitoring, scaling, cost.

Organize prompt library: group by category, tag taxonomy, usage frequency, quality rating, improvements. Prompts:

[PASTE]

An upbeat indie folk song about [THEME], with acoustic guitar, hand claps, and a catchy chorus. Male vocals, warm production, 120 BPM, key of C major.

instrumental background music, [lo-fi / ambient / corporate / cinematic], [DESCRIBE MOOD], soft dynamics, 120 BPM, no vocals, 3 minutes, suitable for [podcast / video / presentation] intro

catchy 15-second brand jingle for [BRAND NAME] in [GENRE STYLE], upbeat, memorable melody, subtle brand mention, suitable for radio and social media ads, [INSTRUMENTATION PREFERENCE]

ambient focus music, no vocals, synth pads, piano, 60 BPM, lo-fi, 10 min, deep work, warm reverb, minimal melody

uplifting corporate music, 120 BPM, electric guitar, soft drums, piano, positive, 3 min, demo video, no vocals

podcast intro, 15 sec, energetic, [GENRE], memorable hook, clean fade out, tech podcast, modern

In a calm, professional narrator voice: Welcome to [PRODUCT NAME]. In the next 60 seconds, I'll show you how to [KEY BENEFIT]. First, [STEP 1]. Then, [STEP 2]. Finally, [STEP 3]. That's it. Try it now at [URL].

Create a narration script in [TARGET LANGUAGE] for a 2-minute product demo video. Translate the following English script naturally (not literally), adapting idioms and tone for local audience. Include pause markers [PAUSE] and emphasis markers *like this*.

[PASTE ENGLISH SCRIPT]

Write a 30-second character voiceover script for a [DESCRIBE CHARACTER: age, personality, setting]. Include voice direction notes: tone, pace, emotional beats, breathing pauses. The character is [SCENE CONTEXT]. End with a hook for the next scene.

Use [BRACKET] for direction notes.

Audiobook settings: Voice [DESCRIBE], stability=0.5, clarity=0.75, style=0.2. Script: [PAUSE] between paragraphs, *emphasis*, [CHAPTER] breaks.

[PASTE 200 WORDS]

Format dialogue for multi-voice: speaker voice description, emotion tags, pacing [PAUSE 2s], SFX cues. Ready-to-record script.

[PASTE DIALOGUE]

2-min tutorial voiceover for [TOPIC]: conversational, short sentences, [PAUSE] markers, *emphasis*, step-by-step, summary. Speed: 150 wpm.

Podcast plan: concept, 10 episodes, format (interview/solo/panel), length, guest wishlist, equipment, distribution, monetization.

Podcast edit guide: 1) Noise removal, 2) Volume leveling, 3) Cut filler words, 4) Add intro/outro, 5) Music, 6) Export, 7. Show notes.

Create a 10-slide product proposal for [PRODUCT]. Audience: [STAKEHOLDERS]. Include: problem, solution, market size, competitive landscape, go-to-market, pricing, team, timeline, ask. Keep each slide to 3 bullet points max.

Convert the following meeting transcript into structured notes with: 1) Attendees, 2) Key decisions, 3) Action items (with owner + deadline), 4) Parking lot items, 5) Next meeting agenda. Keep it concise.

[PASTE TRANSCRIPT HERE]

Create a 12-slide startup pitch deck for [COMPANY DESCRIPTION]. Slides: 1) Title, 2) Problem, 3) Solution, 4) Market Size (TAM/SAM/SOM), 5) Product Demo, 6) Business Model, 7) Traction, 8) Competition, 9) Team, 10) Financials, 11) Ask, 12) Contact. Each slide: 1 key message + 3 bullet points max.

Create a 15-slide interactive lesson on [TOPIC] for [AUDIENCE LEVEL: beginner / intermediate / advanced]. Structure: 1) Hook/attention grabber, 2) Learning objectives, 3) Core content (8-10 slides with one concept each), 4) Check for understanding (2 quiz slides), 5) Summary, 6) Further resources. Include speaker notes for each slide.

Agenda for [TYPE] with [N] people, [DURATION] min: objective, pre-reads, time-boxed items, decisions, action template, parking lot.

10-slide quarterly report: title, exec summary, revenue, wins, challenges, customers, team, next quarter, risks, Q&A. Data: [METRICS].

15-slide webinar [TOPIC]: hook, agenda, problem, solution, demo, pricing, Q&A, CTA. Speaker notes with timing.

12-slide onboarding: welcome, mission, org, first week, tools, team, policies, benefits, 30/60/90, resources, FAQ, welcome.

Summarize page: 1) TL;DR, 2) 5 bullets, 3) Action items (owner+deadline), 4) Related pages, 5) Tags, 6) Next steps.

[PASTE]

Notion DB for [USE CASE]: name+icon, 8+ properties (name/type/desc), views (table/board/calendar), template, examples, automations.

Break down [PROJECT]: task name, description, hours, dependencies, priority, owner, definition of done. Phases + timeline + critical path + risk.

Document n8n workflow for non-technical: what it does, when runs, step-by-step plain English, data flow, credentials, errors, modifications, troubleshooting.

Error handling for n8n [DESCRIBE]: retry (3x backoff), fallbacks, Slack notification, dead letter queue, idempotency, audit logging, recovery.

Format transcript: metadata, agenda, decisions (decider), action items (owner+deadline), parking lot, next meeting, questions. Markdown.

[PASTE]

Prepare for meeting [DESCRIBE]: 1) My objectives, 2) Likely topics+my position, 3) Counterarguments, 4) Data needed, 5) Questions to ask, 6) Bottom line, 7) Follow-up actions.

Format notes into standup: Yesterday(bullets), Today(bullets), Blockers(with helper), Notes. Under 100 words.

[PASTE]

Summarize Slack thread: topic(1 sentence), key points, decisions, action items(owners), questions, next steps.

[PASTE]

Postmortem: summary(1 paragraph), timeline, impact, root cause(5 whys), factors, well/wrong, action items(owner+deadline).

[PASTE]

Facilitation [MEETING TYPE]: prep, opening (icebreaker+agenda), discussion (timeboxed), decision method, documentation, closing, follow-up.

Analyze time log: by category(%), deep vs shallow, meeting vs solo, energy alignment, top 3 wasters, recommendations, ideal week.

[PASTE LOG]

SOP [PROCESS]: purpose, scope, prerequisites, step-by-step, decision points, quality checks, troubleshooting, revision history.

Analyze workflow for automation: steps map, time per step, automation potential, tools, savings, ROI, implementation plan. Workflow: [DESCRIBE].

KB [TEAM]: categories(5-7), sub-categories, templates, tagging, search, access control, maintenance, contribution guidelines.

Improve process (lean): value stream map, waste(8 types), bottlenecks, root causes, future state, actions (impact/effort), metrics, timeline.

Template [DOCUMENT TYPE]: structure, each section (purpose, content, example), placeholders, formatting, required vs optional, checklist.

Checklist [PROCESS]: pre-task checks, steps (ordered), quality checks, post-task verification, common mistakes, escalation triggers.

Email templates [ROLE]: introduction, follow-up, request, update, apology, celebration, resignation, welcome. Each: subject+body+[PLACEHOLDERS].

Retrospective [SPRINT]: what went well(3-5), improvements(3-5), action items(SMART+owner), health(1-5: trust/comm/velocity/quality), commitments.

Prioritize tasks: impact/effort matrix, Eisenhower, dependencies, energy, recommended order, delegate, drop, schedule. Tasks:

[PASTE]

Status report [PROJECT]: health(green/yellow/red), progress(bullets), metrics(vs target), risks, next week, decisions, asks. 1-page.

Meeting formats [TEAM]: standup(10m), weekly(30m), sprint planning(2h), retro(1h), 1:1(30m), all-hands(30m). Each: purpose, agenda, output, async alt.

Knowledge transfer [PERSON LEAVING]: what they know, relationships, projects, context, documentation, shadowing, handoff sessions, support, checklist.

Workspace [ROLE]: physical (desk, monitor, chair, lighting), digital (tools, shortcuts), file org, comms, focus, ergonomics, stack, routine.

[N]-day itinerary for [DESTINATION]: morning/afternoon/evening activities, costs, transport, restaurants, weather. Budget: [BACKPACKER/MID/LUXURY].

[N]-week plan for [GOAL]: exercises with sets/reps, rest, warm-up/cool-down, progression. Level: [BEGINNER/ADVANCED]. Equipment: [DESCRIBE].

Weekly meal prep: 5 lunches + 5 dinners, grocery list by aisle, batch prep instructions, storage, reheating. Calories: [TARGET]. Budget: $[AMOUNT].

10 date night ideas for [COUPLE TYPE]: activity, cost, location, what to bring, conversation starter. Budget: $[X]. Vibe: [DESCRIBE].

Habit system: 5 keystone habits, tracking method, rewards, accountability, review cadence, failure recovery. Goals: [DESCRIBE].

10 gifts for [RECIPIENT]: why it fits, where to buy, personalization, backups. Budget: $[X]. Interests: [DESCRIBE].

SMART goals for [AREA]: specific, measurable, achievable, relevant, time-bound. Break into monthly milestones, weekly actions, daily habits.

Sprint retrospective: what went well, improvements, commitments, action items (SMART+owner), team health (trust/speed/quality/comm). Sprint: [DESCRIBE].

Prepare for difficult conversation with [PERSON]: my goal, their perspective, opening statement, key points, handling defensiveness, compromises. Situation: [DESCRIBE].

Sleep optimization: ideal schedule, pre-sleep routine (90 min), bedroom checklist, disruptors to fix, nap strategy, tracking. Issues: [DESCRIBE].

Digital minimalism: apps to limit, notification audit, screen time goals, replacement activities, weekly review, social media strategy. Usage: [DESCRIBE].

Event checklist for [TYPE]: 8 weeks, 4 weeks, 1 week, day of, post-event. Each phase: tasks, owner, deadline, budget. Budget: $[AMOUNT].

Motivational message for [PERSON/TEAM] facing [CHALLENGE]: acknowledge difficulty, remind of past wins, reframe as opportunity, next step, confidence. 200 words.

Process design: process map, inputs/outputs, RACI, quality gates, metrics (lead/cycle/throughput), failure modes, automation opportunities. Workflow: [DESCRIBE].

Training plan for [SKILL]: objectives(5), prerequisites, 8-week schedule, resources (free), exercises, assessment, milestone. Level: [BEGINNER/INTERMEDIATE].

Project charter: name, description, goals (3), scope (in/out), timeline, budget, roles, stakeholders, risks, success criteria.

WBS for [PROJECT]: phases with tasks. Each: ID, name, duration, dependencies, owner, deliverable. Critical path + milestones.

Risk register: 10 risks, each: description, probability (1-5), impact (1-5), score, mitigation, owner, status, trigger. Table format.

Comms plan: stakeholders + info needs, message matrix, channels, frequency, owner, escalation, feedback mechanism.

Lessons learned: what went well (5), improvements (5), insights (3), action items, knowledge transfer, process improvements.

Decision log: date, decision, context, options, rationale, decided by, reversible?, review date. Table format.

Meeting across time zones: participants + locations, converter, best overlap windows, rotation, async alternative, recording policy.

Kickoff agenda: welcome+intros (10m), project overview (15m), goals+scope (15m), roles (10m), timeline (10m), Q&A (20m).

Impact/effort: list tasks, score impact (1-5), score effort (1-5), plot matrix, quick wins, big bets, fill-ins, time sinks.

Runbook for [PROCESS]: overview, prerequisites, step-by-step, common issues + fixes, escalation, verification, rollback.

Prioritized todo list for [PROJECT]: tasks ranked, time estimates, dependencies, quick wins first, deep work blocks. Format: checkbox list.

7-day meal plan: breakfast/lunch/dinner/snacks. Calories: [TARGET]. Dietary: [DESCRIBE]. Include grocery list and prep instructions.

[N]-day vacation plan for [DESTINATION]: itinerary, budget, booking checklist, packing list, local tips, emergency info. Budget: $[AMOUNT].

Grocery list from meal plan: organized by aisle, quantities, estimated cost, alternatives, notes on sales. Meals:

[PASTE]

Party plan for [TYPE] [N] guests: theme, timeline, food/drinks, activities, decorations, playlist, budget. Budget: $[AMOUNT].

Garden plan for [SPACE] [CLIMATE]: plants by season, layout, soil prep, planting schedule, watering, pest control, harvest timeline.

12-week fitness plan for [GOAL]: weekly schedule, progressive overload, nutrition, recovery, tracking, milestones. Level: [DESCRIBE].

Capsule wardrobe for [SEASON]: 30 pieces, color palette, 20 outfit combos, shopping list, care guide. Budget: $[AMOUNT].

Moving checklist: 8 weeks, 4 weeks, 2 weeks, 1 week, moving day, after move. Tasks, timeline, contacts, budget.

8-week puppy training: basic commands, house training, socialization, crate training, leash walking, problem behaviors. Age: [MONTHS].

Doctor visit prep: symptoms description, 10 questions, medication list, what to bring, follow-up plan. Condition: [DESCRIBE].

Meeting minutes from transcript: metadata, agenda, decisions, action items (owner+deadline), parking lot, next meeting.

[PASTE]

Project kickoff: overview, goals (3), scope, timeline, roles (RACI), risks, communication plan, success criteria. Project: [DESCRIBE].

Retrospective: what went well (3), improvements (3), action items (SMART+owner), experiments, team health. Sprint: [DESCRIBE].

Onboarding doc for [ROLE]: day 1 checklist, week 1 plan, tools/accounts, contacts, docs to read, first task, 30-day goals.

Offboarding checklist: knowledge transfer, access revocation, equipment return, documentation handoff, exit interview, final tasks.

Prioritized todo list for [PROJECT]: tasks ranked, time estimates, dependencies, quick wins first. Checkbox list format.

Analyze this dataset and provide: 1) Key statistics (mean, median, std dev), 2) 3 notable trends or patterns, 3) 2 anomalies or outliers, 4) A recommended visualization. Format as a brief report.

[PASTE DATA HERE]

Write an optimized SQL query for: [DESCRIBE WHAT YOU NEED]. Schema: [PASTE TABLE STRUCTURE OR DDL]. Requirements: 1) Use proper indexes, 2) Avoid SELECT *, 3) Add comments explaining each clause, 4) Provide an alternative using a CTE or window function if applicable, 5) Note potential performance issues.

Analyze the following data and provide actionable insights. Structure your response as: 1) Executive summary (3 sentences max), 2) Key metrics with context, 3) Trends and anomalies, 4) Root cause hypotheses, 5) 3 recommended actions with expected impact. Be specific to the data, not generic.

[PASTE DATA / CSV / TABLE]

Extract structured JSON from text. Fields: [FIELD1,FIELD2]. Not found = null. Multiple records = array. No explanation.

[PASTE TEXT]

Formula for [CALCULATION], data in [LAYOUT]: exact formula, explanation, error handling, alternative. Software: [EXCEL/SHEETS].

Best viz for [DATA]: chart type+why, config, alternatives, mistakes, Python/JS code, interpretation. Columns: [DESCRIBE].

Prep dataset for [TASK]: format, cleaning, splits, label distribution, augmentation, upload to HF, loading code, pitfalls. Data: [DESCRIBE]

Pipeline [USE CASE]: sources, ingestion, transformation, storage, quality, monitoring, failure handling, cost, scalability. ASCII diagram.

Data cleaning [DATASET]: quality (completeness/accuracy), missing strategy, outliers, standardization, deduplication, validation, script (Python/SQL).

Dashboard [AUDIENCE]: metrics(top 5), layout(F-pattern), chart types, filters, drill-downs, colors(accessible), refresh, mobile. Tool: [DESCRIBE].

A/B test [HYPOTHESIS]: hypothesis, primary+secondary metrics, sample size, duration, traffic split, guardrails, statistical method, decision, rollout.

Optimize SQL: execution analysis, indexes, joins, subquery to CTE, partitioning, materialized views, optimized query, improvement.

[PASTE SQL]

Governance [ORG]: classification (public/internal/confidential), roles (owner/steward/custodian), quality, access, retention, privacy (GDPR), audit, response.

Model spec [TASK]: problem type, features, target, candidates(3), metrics, splits, hyperparameters, deployment, monitoring. Task: [DESCRIBE].

Pipeline: sources, ingestion(batch/streaming), staging, transforms, warehouse, quality, orchestration(Airflow), monitoring, cost, scalability. ASCII diagram.

Metrics [PRODUCT]: North Star(1), input(3-5 leading), output(3-5 lagging), guardrails(3). Each: definition, formula, source, frequency, target, owner. Dashboard.

Migration [OLD] to [NEW]: profiling, schema mapping, transformations, strategy(big bang/phased/parallel), quality checks, rollback, cutover, validation.

EDA [DATASET]: overview(shape/types/missing), univariate(distributions), bivariate(correlations), outliers, feature engineering, hypotheses, 5 charts, next steps. Python snippets.

Experiment for [HYPOTHESIS]: variables, control, sample size (power), duration, randomization, metrics, success/failure criteria. Hypothesis: [DESCRIBE].

Analyze A/B test: significance (p-value), effect size, confidence interval, sample adequacy, segments, practical vs statistical significance, recommendation. Data:

[PASTE]

Best viz for [DATA]: data type, recommended chart + why, alternatives, color strategy (accessible), annotations, interactivity, common mistakes.

Dashboard metrics for [USE CASE]: North Star, leading(3-5), lagging(3-5), guardrails(3). Each: definition, formula, source, frequency, target, owner. Alerts.

Data quality: completeness, accuracy, consistency, timeliness, validity, uniqueness. Each: measurement, threshold, alert. Dataset: [DESCRIBE].

ML pipeline for [MODEL]: ingestion, preprocessing, feature engineering, training, validation, deployment, monitoring (drift), retraining. Frequency: [BATCH/REAL-TIME].

Report from data: exec summary, key findings (5), charts needed, recommendations, appendix. Data:

[PASTE]

SQL query for [REQUIREMENT]: tables, joins, WHERE, GROUP BY, HAVING, ORDER BY, optimization tips. Requirement: [DESCRIBE].

Data pipeline: sources, ingestion, processing, storage, quality checks, orchestration, monitoring, cost. Use case: [DESCRIBE].

ML experiment for [HYPOTHESIS]: data prep, feature engineering, model selection (3), training, evaluation, comparison, recommendation.

A/B test for [HYPOTHESIS]: variants, sample size, duration, metrics, guardrails, success criteria, rollout plan.

Data quality rules for [DATASET]: completeness, uniqueness, validity, consistency, accuracy, timeliness. Each: rule, threshold, action.

ETL spec for [PIPELINE]: source schema, transformations, target schema, schedule, error handling, lineage, quality checks.

MLOps pipeline for [MODEL]: data versioning, training, validation, registry, deployment, monitoring (drift), retraining trigger.

Feature store for [USE CASE]: definitions, online/offline split, freshness, consistency, backfill, monitoring. Use case: [DESCRIBE].

一段电影感的短片：[描述场景]，日落光线，慢动作，电影调色，10秒

5-second product demo video: [PRODUCT NAME] on a clean surface, camera slowly orbits around the product, soft studio lighting, shallow depth of field, [BACKGROUND COLOR] backdrop, product details visible, professional commercial quality

kinetic typography animation, text reading "[YOUR MESSAGE]", [COLOR SCHEME] background, smooth motion transitions, professional motion graphics style, 5 seconds, suitable for social media intro/outro, dynamic camera movement

[SCENE]. Camera: [STATIC/PAN/ZOOM]. Duration: [SEC]. Style: [REALISTIC/CINEMATIC]. Lighting: [DESCRIBE]. Mood: [DESCRIBE]. High detail, smooth.

Animate [DESCRIBE IMAGE]: subject motion [DESCRIBE], camera [ZOOM/ORBIT], bg motion, duration [SEC], style [NATURAL/STYLIZED]. Keep composition.

3-sec product video: [PRODUCT] on [SURFACE], camera 360 rotation, studio lighting, [BG] backdrop, details visible, commercial quality

5-sec kinetic text: [TEXT] letter by letter, [FADE/SLIDE/SCALE], [COLOR] bg, smooth easing, motion graphics, social intro

animate meme [DESCRIBE]: subtle motion on [ELEMENT], rest static, [EFFECT], 3 sec, funny, shareable

[DREAMLIKE SCENE], surreal transitions, [COLORS], floating elements, gravity distortion, [MOOD], smooth camera, 5 sec

3-min training script [TOPIC]: hook(10s), objectives(15s), 3 content sections(30s), summary(15s), CTA(10s). Visual+narration+text per section.

90-sec demo [PRODUCT]: problem(15s), intro(10s), 3 feature demos(15s each), results(10s), CTA(10s). Script+screen+text per section.

[MINUTES]-min YouTube script [TOPIC]: hook(15s), [VISUAL]+[AUDIO] pairs, B-roll suggestions, end screen CTA.

YouTube script [TOPIC] [MIN] min: hook (15s), intro (30s), content sections with timestamps, B-roll, sponsored segment, outro+CTA.

TikTok 30-sec script [TOPIC]: hook (3s), value, twist, CTA. Visual cues + text overlay. Trending audio suggestion.

Video edit plan for [RAW FOOTAGE]: 1) Cut list (what to keep/remove), 2) Sequence, 3) Transitions, 4) Music, 5) Color, 6) Text, 7) Export specs.