Can AI confidently recommend your business? The AI Recommendation Readiness Audit shows whether your
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Assesses whether a business is ready to be understood, verified, trusted, recommended, and used by AI systems, based on structured inputs (business size, data availability/maturity, technical stack/infrastructure, and goals). Returns a readiness score, tier, gap analysis, priority actions, and a phased implementation roadmap. Deterministic and read-only: it performs no consequential actions and does not guarantee any ranking or recommendation.
Size of the business/organization.
Availability and maturity of the structured/machine-readable data of the business.
Technical stack / infrastructure sophistication.
One or more readiness goals the business wants to prioritize (1–8, unique values from the enum).
Optional industry/category for context.
Optional, non-sensitive business name for context.
This tool isn't marked read-only, so it may change something on the server or in an account you connected.
Assesses whether a business is ready to be understood, verified, trusted, recommended, and used by AI systems, based on structured inputs (business size, data availability/maturity, technical stack/infrastructure, and goals). Returns a readiness score, tier, gap analysis, priority actions, and a phased implementation roadmap. Deterministic and read-only: it performs no consequential actions and does not guarantee any ranking or recommendation.
| Argument | Type | Description |
|---|---|---|
| goals | array | One or more readiness goals the business wants to prioritize (1–8, unique values from the enum). |
| industry | string | Optional industry/category for context. |
| businessName | string | Optional, non-sensitive business name for context. |
| businessSize* | string | Size of the business/organization. |
| dataMaturity* | string | Availability and maturity of the structured/machine-readable data of the business. |
| technicalStack* | string | Technical stack / infrastructure sophistication. |
{
"type": "object",
"required": [
"businessSize",
"dataMaturity",
"technicalStack"
],
"properties": {
"goals": {
"type": "array",
"items": {
"enum": [
"ai_visibility",
"lead_generation",
"trust_authority",
"content_coverage",
"conversion_optimization",
"structured_data",
"agent_readiness",
"reputation_management"
],
"type": "string"
},
"default": [
"ai_visibility"
],
"maxItems": 8,
"minItems": 1,
"description": "One or more readiness goals the business wants to prioritize (1–8, unique values from the enum).",
"uniqueItems": true
},
"industry": {
"type": "string",
"description": "Optional industry/category for context."
},
"businessName": {
"type": "string",
"description": "Optional, non-sensitive business name for context."
},
"businessSize": {
"enum": [
"solo",
"micro",
"small",
"midmarket",
"enterprise"
],
"type": "string",
"description": "Size of the business/organization."
},
"dataMaturity": {
"enum": [
"none",
"basic",
"developing",
"structured",
"advanced"
],
"type": "string",
"description": "Availability and maturity of the structured/machine-readable data of the business."
},
"technicalStack": {
"enum": [
"minimal",
"standard",
"modern",
"advanced"
],
"type": "string",
"description": "Technical stack / infrastructure sophistication."
}
}
}Returns the AI Recommendation Readiness scoring framework: the scored dimensions and their weights, the four readiness tiers with score ranges, and every valid input option (business sizes, data maturity levels, technical stacks, and goals). Read-only and deterministic; use it to understand how the assessment is scored and to build valid inputs for assess_ai_recommendation_readiness.
No arguments.
{
"type": "object",
"properties": {},
"additionalProperties": false
}