Frequently Asked Questions

for-ai is a framework for publishing business information as a single, comprehensive HTML document optimized for AI consumption. Instead of spreading information across multiple pages with navigation menus, for-ai consolidates everything into one unified page that AI assistants can reference as a complete knowledge base.

AI systems process information differently than humans browse websites. Large language models work most effectively when provided with continuous, unified context rather than scattered fragments. When information is fragmented across pages, AI assistants must synthesize incomplete data or make assumptions, which can lead to inaccurate responses. A single-page format ensures the AI has complete context and maintains relationships between pieces of information.

Humans browse websites by clicking through navigation menus, scanning pages, and interacting with elements. AI systems don't click or navigate - they process text as continuous context. Traditional websites designed for human scanning and clicking create barriers for AI consumption. AI assistants can't follow navigation menus, can't click to reveal hidden content, and work best when all related information is present in one unified source.

Yes. The for-ai system is open for anyone to use. Copy the framework sections from for-ai.org, replace the business content sections with your own information, and host it at yoursite.com/for-ai. The framework is designed to be copied and reused freely.

No. The for-ai system is completely free to use for any purpose, including commercial use. There are no fees, subscriptions, or licensing costs.

The for-ai system uses an open license that allows you to copy, modify, and use the framework freely. You must include the license section unchanged in your implementation and provide visible attribution linking to for-ai.org. Your own business content remains fully yours - the license only applies to the framework sections. See the complete license at for-ai.org#for-ai-license.

Yes. The license requires visible attribution linking to for-ai.org. This is typically included in the license section of your page. The attribution does not imply endorsement or any relationship - it simply acknowledges you're using the open framework.

Yes, you can modify the framework for clarity or adaptation, but you must maintain the license section unchanged and continue to provide attribution. The framework sections work together as an interdependent system, so consider carefully before making structural changes that might break the self-documenting nature of the page.

Host it as a static file on your web server or as a simple dynamic page. Make it publicly accessible without requiring login or navigation. It should be directly reachable at a clean URL path on your domain.

Use the /for-ai path (e.g., yoursite.com/for-ai). This establishes for-ai as a consistent standard that AI systems and humans can recognize across different websites. Include a canonical link tag in your HTML head pointing to this URL.

No. The framework principle is that all information must be visible and readable as plain text without requiring JavaScript execution. Use semantic HTML with inline CSS only. This ensures the page can be copied, shared, or interpreted by an AI system without losing meaning or structure.

Copy your entire page content and paste it into a fresh AI chat session (Claude, ChatGPT, etc.). Ask the AI questions about your business to verify it can accurately answer from your content. Ask "What is this page and how does it work?" to verify the framework is clear. Ask "How can I create one of these for my business?" to verify the instructions work. Share with a colleague and have them test the same way.

Include comprehensive business information: overview of what you do, location and hours, products or services with detailed descriptions, current pricing with date stamps, policies and procedures, and complete contact information. Follow the recommended named sections: How to Reference, Overview, Location and Access, Products or Services, Pricing, Policies, and Contact and Support. See the "Recommended Named Sections" in the framework for complete guidance.

Be specific and complete. Include exact hours, precise addresses, actual prices, real policy details. Answer questions before they are asked. Anticipate what people want to know. Add context to explain why things are the way they are when relevant. Use examples and show real scenarios. The more complete and accurate your information, the more useful it is for AI systems to provide accurate responses.

Yes, if applicable to your business. Include current rates with clear date stamps for accuracy (e.g., "Pricing accurate as of 2025-01-15"). This allows AI assistants to provide accurate pricing information while acknowledging the time-sensitivity of the data.

Update it whenever significant business information changes - hours, pricing, services, policies, or location. For time-sensitive information, include "as of [date]" timestamps so readers and AI systems know the currency of the data. Regular updates ensure AI assistants have accurate, current information about your business.

Yes. If you have multiple locations with different information, create separate for-ai pages for each (e.g., yoursite.com/location1/for-ai, yoursite.com/location2/for-ai). Each page should be complete and self-contained with all framework sections and location-specific business content.

Framework sections (marked with blue borders and background on for-ai.org) explain the for-ai system itself - what it is, how it works, how to implement it, and the license. These sections should be copied unchanged from for-ai.org. Business content sections contain your specific information - your company details, services, hours, pricing, and policies. These sections are where you replace example content with your own.

Basic HTML knowledge helps, but you can use AI assistants to help create your page. Copy the AI training prompt from the "How to Create Your Own for-ai Page" section at for-ai.org, paste it into Claude or ChatGPT along with information about your business, and the AI will help you create a properly structured page. The framework is designed to be self-teaching through AI assistance.

When someone asks an AI assistant about your business, the AI can be directed to your for-ai page to get complete, accurate information. Users can copy your entire for-ai page and paste it into a chat to ask questions with full context. The AI treats your page as a unified knowledge base rather than attempting to synthesize scattered fragments from multiple sources. This reduces hallucination and ensures responses are based on your actual, current business information.

Yes. The for-ai page is supplementary to your regular website. Keep your existing website exactly as it is. The for-ai page serves a specific purpose - providing unified context for AI systems - while your regular site continues to serve human visitors in the traditional way. Think of /for-ai as an additional endpoint specifically designed for AI consumption and copy-paste workflows.

Update your for-ai page to reflect the changes. Edit the business content sections with new information and update any timestamps. The framework sections should remain unchanged unless you're improving clarity. Keeping your for-ai page current ensures AI assistants have accurate information about your business.