Structured website and review evidence for AI-assisted local-business shortlisting.
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Compare two to six businesses after the user has gathered website and review scores. Calculates a transparent shortlist score using 60% review trust and 40% website evaluability.
Two to six businesses using comparable evidence.
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Compare two to six businesses after the user has gathered website and review scores. Calculates a transparent shortlist score using 60% review trust and 40% website evaluability.
| Argument | Type | Description |
|---|---|---|
| candidates* | array | Two to six businesses using comparable evidence. |
{
"type": "object",
"$schema": "https://json-schema.org/draft/2020-12/schema",
"required": [
"candidates"
],
"properties": {
"candidates": {
"type": "array",
"items": {
"type": "object",
"required": [
"name",
"website_evaluability_score",
"review_trust_score"
],
"properties": {
"name": {
"type": "string",
"maxLength": 160,
"minLength": 1,
"description": "Business name."
},
"note": {
"type": "string",
"maxLength": 280,
"description": "Optional short evidence note."
},
"review_trust_score": {
"type": "number",
"maximum": 100,
"minimum": 0,
"description": "The 0–100 review trust score derived from supplied evidence."
},
"website_evaluability_score": {
"type": "number",
"maximum": 100,
"minimum": 0,
"description": "The 0–100 website evaluability score."
}
}
},
"maxItems": 6,
"minItems": 2,
"description": "Two to six businesses using comparable evidence."
}
}
}Turn a ShortlistLens result into a concise fixed-scope implementation brief for a Buyer-Readiness Scorecard or a 72-hour AI Buyer-Readiness Sprint.
| Argument | Type | Description |
|---|---|---|
| business_name* | string | The business to scope. |
| priority_gaps* | array | Top gaps identified by the diagnostic. |
| review_trust_score* | number | Review-trust score from supplied evidence. |
| website_evaluability_score* | number | Website score from the diagnostic. |
{
"type": "object",
"$schema": "https://json-schema.org/draft/2020-12/schema",
"required": [
"business_name",
"website_evaluability_score",
"review_trust_score",
"priority_gaps"
],
"properties": {
"business_name": {
"type": "string",
"maxLength": 160,
"minLength": 1,
"description": "The business to scope."
},
"priority_gaps": {
"type": "array",
"items": {
"type": "string",
"maxLength": 300,
"minLength": 1
},
"maxItems": 5,
"minItems": 1,
"description": "Top gaps identified by the diagnostic."
},
"review_trust_score": {
"type": "number",
"maximum": 100,
"minimum": 0,
"description": "Review-trust score from supplied evidence."
},
"website_evaluability_score": {
"type": "number",
"maximum": 100,
"minimum": 0,
"description": "Website score from the diagnostic."
}
}
}Fetch a public business website page and return structured, accessible facts for a buyer-readiness review. It only examines the supplied public URL and does not scrape review platforms or private systems.
| Argument | Type | Description |
|---|---|---|
| website_url* | string | A public HTTP or HTTPS page URL to evaluate. |
| target_service | string | Optional service the buyer is researching, such as pool renovation or roof replacement. |
{
"type": "object",
"$schema": "https://json-schema.org/draft/2020-12/schema",
"required": [
"website_url"
],
"properties": {
"website_url": {
"type": "string",
"format": "uri",
"description": "A public HTTP or HTTPS page URL to evaluate."
},
"target_service": {
"type": "string",
"maxLength": 120,
"description": "Optional service the buyer is researching, such as pool renovation or roof replacement."
}
}
}Organize user-supplied public review excerpts into transparent positive, risk, owner-response, and corrective-action signals. The tool does not fetch reviews itself and does not adjudicate any claim.
| Argument | Type | Description |
|---|---|---|
| excerpts* | array | One to fifty user-supplied public review excerpts. |
| review_count | integer | Optional public review count supplied by the user. |
| overall_rating | number | Optional public overall rating supplied by the user. |
{
"type": "object",
"$schema": "https://json-schema.org/draft/2020-12/schema",
"required": [
"excerpts"
],
"properties": {
"excerpts": {
"type": "array",
"items": {
"type": "object",
"required": [
"text"
],
"properties": {
"text": {
"type": "string",
"maxLength": 5000,
"minLength": 1,
"description": "A public review excerpt supplied by the user."
},
"rating": {
"type": "number",
"maximum": 5,
"minimum": 0,
"description": "Optional rating associated with this excerpt."
},
"owner_response": {
"type": "string",
"maxLength": 5000,
"description": "Optional visible owner response associated with this excerpt."
}
}
},
"maxItems": 50,
"minItems": 1,
"description": "One to fifty user-supplied public review excerpts."
},
"review_count": {
"type": "integer",
"maximum": 9007199254740991,
"minimum": 0,
"description": "Optional public review count supplied by the user."
},
"overall_rating": {
"type": "number",
"maximum": 5,
"minimum": 0,
"description": "Optional public overall rating supplied by the user."
}
}
}Inspect a public business website and score how easily a buyer can identify the business, understand a target service, verify proof, and take the next step. Returns an explainable 0–100 rubric and priorities.
| Argument | Type | Description |
|---|---|---|
| website_url* | string | A public HTTP or HTTPS page URL to evaluate. |
| target_service | string | Optional service the buyer is researching. |
{
"type": "object",
"$schema": "https://json-schema.org/draft/2020-12/schema",
"required": [
"website_url"
],
"properties": {
"website_url": {
"type": "string",
"format": "uri",
"description": "A public HTTP or HTTPS page URL to evaluate."
},
"target_service": {
"type": "string",
"maxLength": 120,
"description": "Optional service the buyer is researching."
}
}
}