This page explains the method used to build and maintain prompt resources. The core principle is simple: a useful prompt is a specification for a task, not a magic phrase.
Page design method
- Identify the real deliverable or decision.
- List the context the model cannot reliably infer.
- Define constraints and facts that must remain fixed.
- Specify an output structure that a person can inspect.
- Identify likely failure modes and verification steps.
- Add a worked scenario or interactive builder when it improves usability.
Industry pages
Industry-specific prompt pages preserve established URLs but are not treated as simple word substitutions. Each profile adds relevant operating context, proof expectations, objections, workflow, and risk boundaries.
Interactive tools
Builders are deterministic client-side tools. They assemble the text you enter into a structured prompt and do not claim to be AI models. This makes the behavior auditable and keeps the prompt under the user’s control before it is copied elsewhere.
Product-specific guidance
Features and model behavior change. When a page discusses how to prompt a specific AI product, we prefer official product documentation and avoid presenting temporary tricks as durable rules.
Review standard
Before a page is complete, it should answer what the resource is for, what information is required, what the model should not guess, how to review the response, and what to do when the first result is weak.
Examples of primary-source families used on the site
- OpenAI Help Center for current ChatGPT prompting guidance.
- Federal Trade Commission business guidance for advertising, endorsements, and marketing claims.
- U.S. Equal Employment Opportunity Commission resources for federal employment-discrimination requirements.
- U.S. Department of Health and Human Services for HIPAA privacy information.
- U.S. Department of Housing and Urban Development for federal fair-housing information.
- Occupational Safety and Health Administration for workplace safety resources.
- Internal Revenue Service for federal tax-exempt-organization compliance information.
- National Association of Insurance Commissioners and state insurance departments for insurance-regulatory starting points.
These sources are linked where relevant rather than appended indiscriminately to every page.
How source links are used
A source link is included when it helps a reader verify a product behavior, legal or regulatory starting point, safety requirement, or other consequential fact. We do not add citations merely to make a page look researched, and a linked source does not automatically validate every sentence on the page. Readers should follow the controlling source, organization policy, contract, state requirement, or professional standard that applies to their actual situation.