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Prompts

AI prompt packs you can copy and adapt

Every pack states who it is for, which models it was tested on and when. Copy a prompt, fill in the variables and compare the result with the example.

All prompt packs

Prompt pack

AI Output Evaluation Rubric Prompts

Evaluate AI outputs using hard-failure gates, task-specific quality criteria, evidence and actionable revisions.

For: Prompt designers, QA teams, content teams and agent builders.

  • OpenAI GPT-5 (Codex) — editorial dry run

Tested Oct 3, 2026

Prompt pack

Structured Data Extraction Prompts

Extract machine-readable data from messy text with an explicit schema, source evidence, null handling and validation rules.

For: Developers, analysts and automation builders.

  • OpenAI GPT-5 (Codex) — editorial dry run

Tested Oct 3, 2026

Prompt pack

AI Agent Instructions and Guardrails Prompts

Define an agent's role, tools, action boundaries, confirmation rules, escalation paths and observable completion criteria.

For: Agent builders, automation teams and developers.

  • OpenAI GPT-5 (Codex) — editorial dry run

Tested Oct 3, 2026

Prompt pack

Automation Workflow Design Prompts

Design an automation from trigger to outcome, including data contracts, branches, approvals, failures, logs and recovery.

For: Operators, automation specialists, agencies and founders.

  • OpenAI GPT-5 (Codex) — editorial dry run

Tested Oct 3, 2026

Prompt pack

Unit Test Generation AI Prompts

Derive behavioral test cases from requirements and boundaries, generate framework-specific tests and audit their assertions.

For: Developers, QA engineers and technical teams.

  • OpenAI GPT-5 (Codex) — editorial dry run

Tested Oct 3, 2026

Prompt pack

Risk-Based Code Review AI Prompts

Review changes for correctness, security, data loss and regressions, with evidence and precise references instead of style noise.

For: Developers, reviewers and engineering leads.

  • OpenAI GPT-5 (Codex) — editorial dry run

Tested Oct 3, 2026

Prompt pack

Debugging from Logs AI Prompts

Diagnose software failures from logs, environment details and reproduction steps using falsifiable hypotheses rather than guesses.

For: Developers, support engineers and technical founders.

  • OpenAI GPT-5 (Codex) — editorial dry run

Tested Oct 3, 2026

Prompt pack

AI Prompts for PRDs and User Stories

Turn validated product context into a scoped PRD, atomic user stories and testable acceptance criteria without inventing requirements.

For: Product managers, founders, designers and engineering leads.

  • OpenAI GPT-5 (Codex) — editorial dry run

Tested Oct 3, 2026

Prompt pack

Stakeholder Interview Question Prompts

Design neutral stakeholder interviews tied to explicit learning objectives and a real decision.

For: Product managers, researchers, consultants and transformation teams.

  • OpenAI GPT-5 (Codex) — editorial dry run

Tested Oct 3, 2026

Prompt pack

Research Paper Summary AI Prompts

Summarize research by question, method, sample, findings and limitations without strengthening the authors' claims.

For: Students, analysts, researchers and evidence-led teams.

  • OpenAI GPT-5 (Codex) — editorial dry run

Tested Oct 3, 2026

Prompt pack

Weighted Decision Matrix AI Prompts

Compare options using explicit criteria, evidence and uncertainty, then test whether the recommendation survives changed assumptions.

For: Buyers, product teams, managers and founders.

  • OpenAI GPT-5 (Codex) — editorial dry run

Tested Oct 3, 2026

Prompt pack

Compare Sources and Find Contradictions Prompts

Compare sources claim by claim, distinguish genuine contradictions from scope differences and preserve traceable evidence.

For: Researchers, analysts, journalists and decision-makers.

  • OpenAI GPT-5 (Codex) — editorial dry run

Tested Oct 3, 2026

Prompt pack

Voice of Customer Analysis Prompts

Extract recurring pains, desired outcomes, objections and exact language from supplied customer evidence without fabricating consensus.

For: Marketers, product teams, researchers and sales enablement teams.

  • OpenAI GPT-5 (Codex) — editorial dry run

Tested Oct 3, 2026

Prompt pack

Content Repurposing AI Prompts

Transform one verified source into channel-specific assets while preserving facts, qualifications, links and brand voice.

For: Content marketers, founders, agencies and social teams.

  • OpenAI GPT-5 (Codex) — editorial dry run

Tested Oct 3, 2026

Prompt pack

Search Intent Analysis AI Prompts

Analyze intent from current result-page evidence and decide whether to create, update, merge or avoid a page.

For: SEO strategists, content leads and site owners.

  • OpenAI GPT-5 (Codex) — editorial dry run

Tested Oct 3, 2026

Prompt pack

AI Prompts for SEO Content Briefs

Build a writer-ready SEO brief from actual search evidence, audience needs and existing-site context without invented metrics.

For: SEO specialists, editors, agencies and content teams.

  • OpenAI GPT-5 (Codex) — editorial dry run

Tested Oct 3, 2026

Prompt pack

Task Prioritization and Daily Planning Prompts

Rank work with explicit criteria and turn priorities into a realistic schedule that respects time, energy and dependencies.

For: Knowledge workers, managers, freelancers and founders.

  • OpenAI GPT-5 (Codex) — editorial dry run

Tested Oct 3, 2026

Prompt pack

Long Document Summary AI Prompts

Summarize long documents without losing attribution, limitations, uncertainty or the distinction between source facts and interpretation.

For: Analysts, operators, consultants and decision-makers.

  • OpenAI GPT-5 (Codex) — editorial dry run

Tested Oct 3, 2026

Prompt pack

AI Prompts for Better Meeting Agendas

Create outcome-led agendas with realistic timings, preparation requirements, decision points and ownership.

For: Team leads, facilitators, account managers and project owners.

  • OpenAI GPT-5 (Codex) — editorial dry run

Tested Oct 3, 2026

Prompt pack

Meeting Notes to Action Items AI Prompts

Turn meeting notes into traceable decisions and action items with owners, deadlines, dependencies and explicit gaps.

For: Managers, project leads, operations teams and meeting participants.

  • OpenAI GPT-5 (Codex) — editorial dry run

Tested Oct 3, 2026

Want to see prompts used in a full process? Browse workflows.