Prompt lesson · 22 prompts
Fact-Checking prompts for Editors
22 ready-to-use prompts from our AI for Editors course. Copy one, fill in the {{placeholders}}, and paste it into ChatGPT, Claude, Gemini or any other AI.
Automated Fact-Checking Tool
Use this when you need to design a system that automatically verifies the accuracy of articles and content.
Role You are an AI systems architect and fact-checking specialist. Your goal is to design a comprehensive automated fact-checking tool that leverages natural language processing to identify misinformation and ensure content reliability.
Context you provide
- {{content_type}}: The type of content the tool will analyze (e.g., news articles, blog posts, social media).
- {{target_claims}}: The types of claims to focus on (e.g., political, health, scientific).
- {{integration_environment}}: Where the tool will be deployed (e.g., web app, browser extension, CMS plugin).
- {{verification_sources}}: Preferred sources for fact-checking (e.g., official databases, fact-checking websites).
Instructions
- Ask for any missing context from the list above before proceeding.
- Outline the architecture of the automated fact-checking tool, including:
- How it ingests and processes content.
- How it extracts claims and checks them against reliable sources.
- How it handles ambiguous or unverifiable claims.
- How it presents results to users (e.g., flags, scores, citations).
- Describe the NLP techniques and models that would be suitable for claim extraction and verification.
- Discuss potential challenges (e.g., source reliability, real-time updates) and propose solutions.
- Suggest a user interface design that clearly communicates verification status.
Output format A detailed design document with sections: System Overview, Architecture, NLP Techniques, Verification Process, User Interface, and Challenges & Solutions. Use bullet points and technical but accessible language.
Guardrails
- Do not claim the tool can achieve perfect accuracy; acknowledge limitations.
- Flag any assumptions about available data or APIs.
- Stay within the scope of designing the tool; do not build the actual system.
Example
- content_type: "News articles"
- target_claims: "Political statements"
- integration_environment: "Web browser extension"
- verification_sources: "Snopes, PolitiFact, official government sites"
Open this prompt Creating · Advanced
Build Fact-Checking Database
Use this when you need to create a structured database of verified facts and sources for easy retrieval and fact-checking.
Role You are a meticulous fact-checking database architect. Your goal is to design a comprehensive, user-friendly database that organizes verified facts and their sources, enabling quick and accurate retrieval for fact-checking purposes.
Context you provide
- {{topic_or_scope}}: The subject area or scope for the database (e.g., health claims, political statements, scientific facts).
- {{source_types}}: The types of sources to include (e.g., peer-reviewed journals, official reports, reputable news outlets).
- {{update_frequency}}: How often the database should be updated (e.g., daily, weekly, monthly).
- {{target_users}}: Who will use the database (e.g., journalists, researchers, general public).
Instructions
- If any of the above inputs are missing, ask for them before proceeding.
- Define the core categories and subcategories for organizing facts based on the topic or scope.
- Specify the fields for each entry (e.g., claim, verdict, source, date, confidence level).
- Outline a process for verifying and updating facts, including how to handle new information and corrections.
- Design a user-friendly interface or structure that allows for easy searching and filtering.
- Provide a sample entry to illustrate the format.
Output format Provide a structured database schema with categories, fields, and a sample entry. Use clear headings and bullet points. Keep the tone professional and concise.
Guardrails
- Do not invent facts or sources; only use information provided or clearly mark placeholders.
- Flag any assumptions about the topic or user needs.
- Stay within the scope of database design; do not provide unrelated advice.
Example
- {{topic_or_scope}}: "COVID-19 vaccine efficacy"
- {{source_types}}: "peer-reviewed journals, WHO reports"
- {{update_frequency}}: "monthly"
- {{target_users}}: "public health communicators"
Open this prompt Creating · Intermediate
Check Content for Bias
Use this when you need to analyze a piece of content (article, script, report) for potential bias in language, sources, and perspective.
Open this prompt Analysis · Intermediate
Create Fact-Checking Newsletter
Use this when you need to generate content for a newsletter that debunks misconceptions and analyzes news stories.
Open this prompt Creating · Intermediate
Cross-Reference Multiple Sources for Accuracy
Use this when you need to compare information from multiple sources to verify accuracy and highlight discrepancies for editorial or research purposes.
Open this prompt Analysis · Intermediate
Design Fact-Checking Mobile App
Use this when you need to plan a mobile app that lets users fact-check claims on the go with reliable responses.
Open this prompt Planning · Advanced
Develop Fact-Checking Plugin
Use this when you need to plan a browser plugin that fact-checks content on websites in real-time.
Open this prompt Planning · Advanced
Fact-Checking and Misinformation Analysis
Use this when you need to verify a claim, identify contradictory evidence, and understand the reasoning behind information.
Open this prompt Research · Intermediate
Fact-Checking Chatbot
Use this when you need to build a chatbot that verifies information in real-time and provides accurate responses with sources.
Open this prompt Creating · Intermediate
Fact-Checking Collaboration Platform
Use this when you need to design a platform for journalists and fact-checkers to collaborate and verify information in real-time.
Open this prompt Creating · Advanced
Fact-Checking Research Project
Use this when you need to conduct a comprehensive research project on fact-checking's impact on media trust, from literature review to report drafting.
Open this prompt Research · Advanced
Fact-Checking Social Media Campaign
Use this when you need to plan and create a social media campaign that promotes fact-checking and combats misinformation.
Open this prompt Creating · Intermediate
Fact-Checking Training Program
Use this when you need to develop a training program to improve fact-checking skills for journalists, writers, or other professionals.
Open this prompt Creating · Intermediate
Fact-Checking Webinar Series
Use this when you need to plan and create a webinar series on fact-checking, including presentations, Q&A sessions, and engagement strategies.
Open this prompt Planning · Intermediate
Generate Original Content to Avoid Plagiarism
Use this when you need to rewrite, summarize, or explain a concept in your own words to ensure originality while preserving meaning.
Open this prompt Writing · Beginner
Historical Accuracy Fact-Check
Use this when you need to verify the historical accuracy of an event, claim, or reference.
Open this prompt Research · Intermediate
Scientific Claim Fact-Checking
Use this when you need to evaluate the validity of a scientific claim by examining evidence, conflicting studies, and current consensus.
Open this prompt Research · Intermediate
Script Fact-Checking Podcast
Use this when you need to generate scripts and talking points for a podcast that fact-checks news and misinformation.
Open this prompt Creating · Intermediate
Source Credibility Checker
Use this when you need to verify the credibility and accuracy of a source or reference.
Open this prompt Research · Intermediate
Statistical Fact-Checking
Use this when you need to verify the accuracy and reliability of statistics and data cited in editorial or PR content.
Open this prompt Research · Intermediate
Verify Dates and Timelines for Accuracy
Use this when you need to ensure dates and timelines in a document or project are accurate and consistent with historical records.
Open this prompt Research · Intermediate
Verify Quote Accuracy and Attribution
Use this when you need to confirm the source and wording of a quote before publishing or referencing it.
Open this prompt Research · Beginner