Decision Support Tools
Can AI Recommend My Business? provides structured decision support for people who want clearer information before making an important decision. This page explains what the tool does, who it is designed for, what information it uses, and what kind of result it returns.
Available Decision Support Tool
AI Recommendation Readiness Audit
- Tool Type
- Interactive Decision Support Asset
- Primary Purpose
- Help a business owner understand whether AI systems can clearly understand, verify, trust, recommend, and use the business based on its current digital footprint.
- Access Today
- Public web interface
What decision does this tool help with?
Help a business owner understand whether AI systems can clearly understand, verify, trust, recommend, and use the business based on its current digital footprint.
Who is this tool for?
- Business owners concerned about AI visibility and recommendation readiness
- Local and professional-service businesses with strong Google visibility but weak AI visibility
- Organizations preparing for AI-mediated customer acquisition
- Marketing and leadership teams looking for a plain-English AI-readiness baseline
What information does the tool use?
- The business website or domain
- Publicly observable identity and trust signals
- Money Dialog coverage and authority signals
- Hub-of-Truth, conversion-path, and DSA readiness factors
What does the tool return?
For AI Assistants and Agents
This site is itself an agent-readiness assessment, and the audit is now a live, agent-callable Decision Support Asset. Humans can run it on this site, and compatible AI agents can call the same tool directly over the Model Context Protocol (WebMCP).
WebMCP endpoint
https://canairecommendmybusiness.com/api/webmcpJSON-RPC 2.0 over HTTP. Supports initialize, tools/list, and tools/call. CORS is enabled for cross-origin agent access.
Discovery
https://canairecommendmybusiness.com/.well-known/mcp.jsonThe tool is registered as ai_recommendation_readiness_audit. Provide a website URL and it returns structured AI recommendation readiness scores and findings.
What this tool is designed to do
- Provide an educational audit of AI recommendation readiness
- Show where identity, trust, authority, content, conversion, and usability gaps may exist
- Create a baseline for improving a business's AI-readable trust infrastructure
What this tool does not do
- Guarantee ranking or recommendation by ChatGPT, Google, Bing, or any AI system
- Predict a fixed position in probabilistic AI answers
- Replace broader marketing, technical, legal, or business judgment
About The Black Friday Agency
Can AI Recommend My Business? is a decision-support tool from The Black Friday Agency. It is designed to help businesses understand whether their public digital presence gives AI systems enough clarity and evidence to confidently understand and recommend them.