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
Instant Readiness Assessment
Answer four quick questions for an immediate, structured readiness breakdown. This runs on the same canonical engine that powers our REST API and MCP server, so a human, a browser agent, and a backend integration all get identical results.
Instant Readiness Assessment
One canonical engine. Same result across Human, Browser (WebMCP), REST, and MCP.
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 assessment runs on one canonical engine exposed through four interoperable doors. Identical inputs return identical results across every door. The canonical tool name is assess_ai_recommendation_readiness. All doors are read-only: they take no consequential actions and guarantee no ranking or recommendation.
Door 1 · Human UI ● live
https://canairecommendmybusiness.com/decision-toolsThe interactive form on this page.
Door 2 · Browser WebMCP ● live
document.modelContext.registerTool()This page registers the page-level tool assess_ai_recommendation_readiness for WebMCP-capable browser agents, with graceful REST fallback.
Door 3 · REST ● live
POST https://canairecommendmybusiness.com/api/v1/assess-ai-recommendation-readinessStructured JSON with open CORS. OpenAPI 3.1 at /openapi.json.
Door 4 · MCP ● live
https://canairecommendmybusiness.com/api/mcpGenuine Model Context Protocol server (JSON-RPC 2.0, protocol 2025-06-18). Supports initialize, tools/list, tools/call, ping.
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.