Free AI Resources
Interactive tools, cheat sheets, templates, diagrams, and guides to help you learn and work with AI. No email required. No signup. All CC-BY licensed.
Token & Cost Calculator
Understand how AI models tokenize text and estimate real-time costs across 53+ models. Compare pricing, visualize tokens, and learn optimization strategies.
productivity
30-Day AI Habit Tracker
Build AI Into Your Daily Routine
A structured 30-day program to build sustainable AI habits. Daily challenges, tracking sheets, and reflection prompts to make AI a natural part of your workflow.
AI Email Templates Library
50 email templates for common scenarios
A library of 50 AI-powered email templates covering cold outreach, follow-ups, apologies, meeting requests, client onboarding, internal updates, and networking. Each template includes a specific AI prompt with context variables, tone guidance, a sample output, and customization tips. Also covers batch email generation workflows, A/B testing subject lines for response rates, and a daily email routine that cuts drafting time from minutes to seconds using ChatGPT or Claude.
AI Meeting Assistant Templates
Automate meeting prep, notes, and follow-ups
Ready-to-use prompts for meeting agendas, note-taking, action item extraction, and follow-up emails using AI.
AI Presentation Builder
Create compelling decks with AI help
AI prompts and frameworks for building persuasive presentations in a fraction of the usual time. Includes an outline generator that transforms goals and audience into a structured slide flow, story arc templates for problem-solution, comparison, and data-driven narratives, and content refinement prompts that convert dense paragraphs into scannable slides. Covers five presentation types including sales pitches, executive updates, product launches, training sessions, and strategy decks with audience-specific depth guidance.
AI Workflow Automation Guide
Automate repetitive tasks with AI
No-code automation workflows using AI that anyone can implement regardless of technical background. Includes a task analysis framework for identifying which work is automatable and calculating ROI, plus complete workflows for email triage and response drafting, data extraction from invoices and contracts, content repurposing across platforms, meeting-to-action-item conversion, and automated report generation. Covers tool integration guides for Zapier, Google Workspace, Microsoft Power Automate, and Slack bots, with quality control checkpoints and performance tracking templates.
Workplace AI Tools Guide
The Best AI Tools for Office Productivity
A curated guide to AI tools designed for workplace productivity. Email, meetings, documents, spreadsheets—find the right AI tool for every work task.
development
marketing
AI Content Calendar Template
Plan 30 days of content with AI assistance
A 30-day content planning template that pairs daily content themes with AI prompts for fast ideation. Includes audience persona worksheets, content pillar identification, platform-specific posting guides for LinkedIn, Twitter, Instagram, and TikTok, and a repurposing framework that turns one blog post into five social posts. Designed for content marketers and small business owners who want to plan a full month of publishing in under an hour using ChatGPT or Claude for idea generation.
AI Marketing Campaign Builder
Design campaigns with AI assistance
An AI-powered workflow for designing complete marketing campaigns from strategy through execution in hours instead of weeks. Includes audience research prompts, competitive analysis frameworks, campaign theme generation, and copywriting templates for email sequences, landing pages, ad variations, and social media posts. Covers multi-channel planning across paid search, social, email, and influencer outreach, with an A/B testing framework and ROI calculator for measuring campaign performance.
AI SEO Optimization Checklist
Use AI for SEO research and optimization
An AI-powered SEO workflow covering keyword research, on-page optimization, technical audits, and competitive analysis. Includes prompt templates for generating long-tail keyword clusters, analyzing search intent, and reverse-engineering competitor rankings. Features a detailed on-page audit checklist for title tags, meta descriptions, header hierarchy, internal linking, and image optimization. Also covers technical SEO automation for schema markup generation, Core Web Vitals analysis, duplicate content detection, and crawl budget optimization, plus content brief templates based on top-ranking page analysis.
AI Social Media Toolkit
Automate social media with AI
AI prompts, templates, and workflows for maintaining an active social media presence across multiple platforms without burning out. Includes platform-specific post generators for Twitter threads, LinkedIn articles, and Instagram carousels, a content repurposing framework that turns one blog post into a full week of multi-platform posts, response templates for customer questions and complaints, sentiment-based comment monitoring, community engagement prompts, content calendar generators, competitor analysis templates, and an analytics interpretation guide with A/B testing frameworks.
Technical Deep Dives
AI Cost Optimization Checklist: Cut Your AI Spend by 30-70%
Production-tested strategies to reduce AI costs without sacrificing quality
A comprehensive, actionable checklist with 50+ optimization techniques, real case studies showing 30-90% cost reductions, and implementation roadmaps for engineering teams running AI in production.
AI Testing Framework
Test AI outputs for quality and safety
A structured methodology for testing AI systems across five dimensions: functional accuracy, output quality, safety and ethics, performance benchmarks, and regression detection. Includes test case templates with success criteria and scoring rubrics for each category, hallucination detection methods, bias testing across demographic groups, latency and token cost tracking, and prompt change impact analysis. Designed for QA engineers, product managers, and ML engineers who need repeatable testing processes that catch quality and safety issues before they reach users.
AI Training Data Best Practices
Build quality datasets for AI projects
Best practices for collecting, cleaning, labeling, and managing datasets that produce reliable and fair AI models. Covers data sourcing strategies for diversity and representativeness, quality standards for completeness and accuracy, cleaning techniques for duplicates and outliers, data augmentation and synthetic data generation, labeling frameworks with inter-annotator agreement metrics, bias detection in annotations, and data governance including versioning, documentation, GDPR compliance, and test-train-validation splits. Aimed at ML engineers, data scientists, and product teams overseeing custom AI development.
Fine-tuning Decision Tree
When to fine-tune vs prompt vs RAG
Should you fine-tune a model, use better prompts, or build a RAG system? This decision tree helps you choose the right approach.
RAG in One Diagram
Retrieval-Augmented Generation explained visually
Understand how RAG works with one simple diagram. No math, no jargon—just boxes and arrows showing how AI retrieves and uses your data.
Token & Cost Calculator
Interactive tool to understand tokens and estimate AI API costs
Learn how AI models tokenize text and calculate real-time costs across 53+ models from OpenAI, Anthropic, Google, Cohere, DeepSeek, and more. Includes interactive visualizer, model comparison, and optimization strategies.
business
AI Customer Service Playbook
Implement AI in customer support effectively
A strategic playbook for adding AI to customer support without frustrating customers or alienating agents. Covers readiness assessment, chatbot conversation design with escalation decision trees, agent assist tools for suggested responses and knowledge retrieval, sentiment-based routing, and change management strategies for addressing job security concerns. Includes ROI modeling templates, quality assurance testing frameworks, and a phased rollout plan that starts with one use case and scales from there.
AI Project Planner
Plan and scope AI projects from idea to deployment
Step-by-step worksheet for planning AI initiatives. Define goals, assess feasibility, estimate costs, and create timelines.
AI Use Case Library
100 practical AI applications by industry
A curated collection of 100 specific AI applications organized by industry, department, and implementation difficulty. Each use case includes a problem statement, AI solution description, recommended tools, implementation steps, success metrics, difficulty rating, and common pitfalls. Covers retail, healthcare, financial services, manufacturing, education, and media industries, plus cross-functional applications for marketing, sales, support, engineering, HR, and finance departments. Ranges from quick wins like meeting notes automation to advanced projects like predictive analytics and custom model deployment.
AI Vendor Evaluation Scorecard
Compare and score AI tools and services objectively
Standardized scorecard for evaluating AI vendors. Compare features, pricing, security, support, and more across multiple options.
Evaluation & Testing
AI Data Analysis Playbook
Turn Raw Data Into Actionable Insights with AI
A comprehensive guide to using AI for data analysis. From data cleaning to visualization to insight generation—everything you need to become a data-driven decision maker.
LLM Evaluation Rubric
Score and compare AI model outputs
Systematically evaluate AI outputs with this 7-criteria rubric. Perfect for comparing models, testing prompts, or quality assurance.
practical
Safety & Ethics
AI Ethics Checklist
10-point audit for responsible AI
Build AI responsibly with this 10-point ethics checklist. Privacy, bias, transparency, accountability—make sure you've covered the essentials.
AI Safety Basics
One-page guide for families & teams
Essential safety rules for using AI responsibly. Protect privacy, avoid hallucinations, spot bias, and create simple policies—all on one printable page.
data
Getting Started
AI Glossary Quick Reference
Top 25 AI terms you need to know
From LLM to fine-tuning, tokens to embeddings—master the essential AI vocabulary with this one-page reference guide.
AI Tools Comparison Chart
ChatGPT vs Claude vs Gemini side-by-side
Compare the top 3 AI assistants at a glance. Features, pricing, strengths, weaknesses, and ideal use cases—all in one chart.
AI Vocabulary Builder
100 essential AI terms with plain-English definitions
Master AI conversations with this comprehensive vocabulary guide. Each term includes definition, pronunciation, example, and related concepts.
creative
AI Image Prompting Guide
Create stunning AI art with better prompts
A visual vocabulary and prompt framework for getting dramatically better results from Midjourney, DALL-E, and Stable Diffusion. Breaks down prompt anatomy into subject, style, lighting, composition, and technical parameters with progression examples from basic to expert. Includes ready-to-use prompt templates for product photography, character portraits, landscapes, logos, and abstract concepts, plus a reference library of artistic styles, lighting techniques, camera angles, and quality modifiers.
Content Creator AI Toolkit
AI Tools and Workflows for YouTube, Podcasts, and Blogs
The complete AI toolkit for content creators. From ideation to production to promotion—every tool and workflow you need to create more content with less effort.
education
workplace
build-deploy
research
governance
Business & Strategy
AI Use Case Evaluator
Score your project before you build it
A comprehensive framework to evaluate whether your use case is a good fit for AI. Score 6 critical dimensions, get actionable recommendations, and avoid costly mistakes before you invest.
Enterprise AI Adoption Playbook
A Strategic Guide for Large-Scale AI Implementation
The comprehensive playbook for enterprise AI adoption. From building the business case to governance to change management—everything leadership needs to drive successful AI transformation.
Generative Engine Optimization (GEO) Guide
Get your brand mentioned in AI answers, not just Google results
Understand how AI chatbots find and present information about brands. Learn the difference between trained knowledge, search-enabled AI, and how to appear in AI-generated answers. Includes reputation management strategies.
Prompting & Techniques
AI Writing Prompts Collection
100+ Writing-Specific Prompts for Every Type of Content
A curated collection of writing prompts designed specifically for content creation. From blog posts to emails to social media—copy-paste prompts that produce great writing.
Prompt Debugging Checklist
Fix prompts that aren't working
A diagnostic framework for systematically fixing prompts that produce wrong, vague, or off-target results. Organizes prompt failures into five categories: clarity issues, context gaps, constraint problems, capability mismatches, and output format errors. Each category includes symptoms to watch for, a debugging checklist of specific questions to ask, targeted fixes with before-and-after examples, and advanced techniques like iterative refinement, prompt versioning, and single-variable testing. Turns random trial-and-error into a repeatable troubleshooting process.
Prompt Engineering Framework
5-step template for better prompts every time
Stop guessing and start engineering. This 5-step framework turns vague prompts into precise, reusable templates that get results.
Prompt Engineering Templates Library
50+ proven prompt templates for common AI tasks
Ready-to-use prompt templates for writing, coding, analysis, and more. Save time and get better results with battle-tested patterns.
Prompt Patterns Cheat-Sheet
10 proven patterns for better AI outputs
Master prompting with 10 battle-tested patterns. Each pattern includes the goal, examples, and output format—all on one printable page.
The Ultimate AI Prompt Library
200+ Copy-Paste Ready Prompts for ChatGPT, Claude, and More
The only prompt library you'll ever need. 200+ tested, ready-to-use prompts across 9 categories—writing, coding, research, business, and more.
tools
ethics
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License: All resources are licensed under Creative Commons Attribution 4.0 (CC-BY).
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