# Brand Reputation Report — Reviews, Trends & News Intelligence (`jadey_orbit/brand-reputation-report`) Actor

One call, one answer: full reputation intelligence for any company — review trajectory, complaint themes, rising 'scam' search queries, news presence. Built for agents and due diligence.

- **URL**: https://apify.com/jadey\_orbit/brand-reputation-report.md
- **Developed by:** [Matt Sparks](https://apify.com/jadey_orbit) (community)
- **Categories:** Business, AI
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $250.00 / 1,000 reputation report delivereds

This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events.

Learn more: https://docs.apify.com/platform/actors/running/actors-in-store#pay-per-event

## What's an Apify Actor?

Actors are a software tools running on the Apify platform, for all kinds of web data extraction and automation use cases.
In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours,
and optionally produces a well-defined JSON output, datasets with results, or files in key-value store.
In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server.
Actors are written with capital "A".

## How to integrate an Actor?

If asked about integration, you help developers integrate Actors into their projects.
You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready.
The best way to integrate Actors is as follows.

In JavaScript/TypeScript projects, use official [JavaScript/TypeScript client](https://docs.apify.com/api/client/js/docs.md):

```bash
npm install apify-client
```

In Python projects, use official [Python client library](https://docs.apify.com/api/client/python/docs.md):

```bash
pip install apify-client
```

In shell scripts, use [Apify CLI](https://docs.apify.com/cli/docs.md):

````bash
# MacOS / Linux
curl -fsSL https://apify.com/install-cli.sh | bash
# Windows
irm https://apify.com/install-cli.ps1 | iex
```bash

In AI frameworks, you might use the [Apify MCP server](https://docs.apify.com/integrations/mcp.md).

If your project is in a different language, use the [REST API](https://docs.apify.com/api/v2.md).

For usage examples, see the [API](#api) section below.

For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt).


# README

## Brand Reputation Report — Reviews, Trends & News Intelligence

One call, one answer. Give it a company domain and get a **complete reputation intelligence report**: review trajectory, complaint themes, search-trend red flags, and news presence — computed from three independent sources and distilled into actionable risk signals.

Stop paying for 5,000 raw review rows you still have to analyze. This actor does the analysis.

### What's in a report?

- **Profile**: TrustScore, star rating, total & last-12-month review volume, categories, claimed status
- **Review trajectory**: average rating (analyzed vs last 90 days — is it getting better or worse?), rating distribution, negative share, company reply rate, review velocity
- **Complaint & praise themes**: the specific topics customers mention most in negative and positive reviews ("contacted support", "hidden fees", "fast delivery"), mined from review text
- **Search signals**: 12-month search-interest trend (rising/stable/declining), rising related queries, and **red-flag queries** — when "<brand> scam", "<brand> refund", or "<brand> alternative" starts rising, you know before it hits the news
- **News presence**: 30-day article count, negative-headline count, latest headlines
- **Risk signals**: machine-readable flags like `RATING_DECLINING`, `HIGH_NEGATIVE_SHARE`, `SEARCH_RED_FLAGS`, `UNRESPONSIVE` — or `NO_MAJOR_RISK_SIGNALS`

### Example (real output)

```json
{
    "companyDomain": "example-saas.com",
    "profile": { "trustScore": 2.3, "totalReviews": 417 },
    "reviewAnalysis": {
        "avgRatingAnalyzed": 2.28,
        "avgRatingLast90Days": 1.95,
        "negativeShare": 0.64,
        "replyRate": 0,
        "complaintThemes": [
            { "term": "contacted support", "mentions": 9 },
            { "term": "business practices", "mentions": 5 }
        ]
    },
    "searchSignals": { "interestTrend": "stable", "redFlagQueries": [] },
    "newsPresence": { "articleCount30Days": 100, "negativeHeadlines": 10 },
    "riskSignals": [
        "LOW_TRUST_SCORE: TrustScore 2.3/5",
        "HIGH_NEGATIVE_SHARE: 64% of recent reviews are 1–2★",
        "UNRESPONSIVE: company replies to <10% of reviews despite high negativity",
        "NEGATIVE_PRESS: 10 headline(s) matching risk terms in 30 days"
    ]
}
````

### Pricing

| Event | Price | When charged |
|---|---|---|
| Actor start | $0.02 | Once per run |
| Report generated | $0.25 | Per company report delivered (failed lookups are never charged) |

Compare: assembling this yourself means 3 scraper subscriptions + analysis code. One report here costs a quarter.

### Who uses this

- **Due diligence** — vet vendors, partners, acquisition targets in one call
- **Sales & lead qualification** — walk into calls knowing the prospect's pain points
- **Agencies** — reputation snapshots for clients and prospects at scale
- **Competitive intelligence** — track competitors' complaint themes quarterly
- **AI agents** — a single MCP-callable tool that answers "is this company trustworthy?" with structured evidence ([Apify MCP server](https://docs.apify.com/platform/integrations/mcp))

### Input

```json
{ "companies": ["wise.com", "notion.so"], "maxReviewsAnalyzed": 200 }
```

### Notes

- Analysis is fully deterministic — same inputs produce same outputs, no LLM hallucination risk in the numbers.
- Sources: public Trustpilot pages, Google Trends, Google News RSS. Only publicly available data.
- Companies without a Trustpilot profile return an error item (not charged).
- Want more sources (app-store reviews, Reddit, BBB), competitor comparison mode, or webhook alerts on signal changes? Open an issue in the **Issues** tab.

# Actor input Schema

## `companies` (type: `array`):

Company websites (e.g. <code>wise.com</code>) or Trustpilot review URLs. One report is generated per company.

## `maxReviewsAnalyzed` (type: `integer`):

How many recent reviews to analyze for themes and trajectory (more = deeper analysis, slower run).

## `includeTrends` (type: `boolean`):

Search-interest trajectory and rising related queries (including scam/refund/lawsuit red-flag queries).

## `includeNews` (type: `boolean`):

Recent news headlines mentioning the brand (Google News).

## `proxyConfiguration` (type: `object`):

Proxy settings. Residential recommended.

## Actor input object example

```json
{
  "companies": [
    "wise.com"
  ],
  "maxReviewsAnalyzed": 200,
  "includeTrends": true,
  "includeNews": true,
  "proxyConfiguration": {
    "useApifyProxy": true
  }
}
```

# API

You can run this Actor programmatically using our API. Below are code examples in JavaScript, Python, and CLI, as well as the OpenAPI specification and MCP server setup.

## JavaScript example

```javascript
import { ApifyClient } from 'apify-client';

// Initialize the ApifyClient with your Apify API token
// Replace the '<YOUR_API_TOKEN>' with your token
const client = new ApifyClient({
    token: '<YOUR_API_TOKEN>',
});

// Prepare Actor input
const input = {
    "companies": [
        "wise.com"
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("jadey_orbit/brand-reputation-report").call(input);

// Fetch and print Actor results from the run's dataset (if any)
console.log('Results from dataset');
console.log(`💾 Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`);
const { items } = await client.dataset(run.defaultDatasetId).listItems();
items.forEach((item) => {
    console.dir(item);
});

// 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/js/docs

```

## Python example

```python
from apify_client import ApifyClient

# Initialize the ApifyClient with your Apify API token
# Replace '<YOUR_API_TOKEN>' with your token.
client = ApifyClient("<YOUR_API_TOKEN>")

# Prepare the Actor input
run_input = { "companies": ["wise.com"] }

# Run the Actor and wait for it to finish
run = client.actor("jadey_orbit/brand-reputation-report").call(run_input=run_input)

# Fetch and print Actor results from the run's dataset (if there are any)
print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item)

# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

```

## CLI example

```bash
echo '{
  "companies": [
    "wise.com"
  ]
}' |
apify call jadey_orbit/brand-reputation-report --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=jadey_orbit/brand-reputation-report",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Brand Reputation Report — Reviews, Trends & News Intelligence",
        "description": "One call, one answer: full reputation intelligence for any company — review trajectory, complaint themes, rising 'scam' search queries, news presence. Built for agents and due diligence.",
        "version": "0.1",
        "x-build-id": "9g2ZwDLuBlz2Sf0g7"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/jadey_orbit~brand-reputation-report/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-jadey_orbit-brand-reputation-report",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for its completion, and returns Actor's dataset items in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/jadey_orbit~brand-reputation-report/runs": {
            "post": {
                "operationId": "runs-sync-jadey_orbit-brand-reputation-report",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK",
                        "content": {
                            "application/json": {
                                "schema": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/jadey_orbit~brand-reputation-report/run-sync": {
            "post": {
                "operationId": "run-sync-jadey_orbit-brand-reputation-report",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        }
    },
    "components": {
        "schemas": {
            "inputSchema": {
                "type": "object",
                "required": [
                    "companies"
                ],
                "properties": {
                    "companies": {
                        "title": "Companies",
                        "type": "array",
                        "description": "Company websites (e.g. <code>wise.com</code>) or Trustpilot review URLs. One report is generated per company.",
                        "items": {
                            "type": "string"
                        }
                    },
                    "maxReviewsAnalyzed": {
                        "title": "Reviews analyzed per company",
                        "minimum": 20,
                        "maximum": 1000,
                        "type": "integer",
                        "description": "How many recent reviews to analyze for themes and trajectory (more = deeper analysis, slower run).",
                        "default": 200
                    },
                    "includeTrends": {
                        "title": "Include Google Trends signals",
                        "type": "boolean",
                        "description": "Search-interest trajectory and rising related queries (including scam/refund/lawsuit red-flag queries).",
                        "default": true
                    },
                    "includeNews": {
                        "title": "Include news presence",
                        "type": "boolean",
                        "description": "Recent news headlines mentioning the brand (Google News).",
                        "default": true
                    },
                    "proxyConfiguration": {
                        "title": "Proxy configuration",
                        "type": "object",
                        "description": "Proxy settings. Residential recommended.",
                        "default": {
                            "useApifyProxy": true
                        }
                    }
                }
            },
            "runsResponseSchema": {
                "type": "object",
                "properties": {
                    "data": {
                        "type": "object",
                        "properties": {
                            "id": {
                                "type": "string"
                            },
                            "actId": {
                                "type": "string"
                            },
                            "userId": {
                                "type": "string"
                            },
                            "startedAt": {
                                "type": "string",
                                "format": "date-time",
                                "example": "2025-01-08T00:00:00.000Z"
                            },
                            "finishedAt": {
                                "type": "string",
                                "format": "date-time",
                                "example": "2025-01-08T00:00:00.000Z"
                            },
                            "status": {
                                "type": "string",
                                "example": "READY"
                            },
                            "meta": {
                                "type": "object",
                                "properties": {
                                    "origin": {
                                        "type": "string",
                                        "example": "API"
                                    },
                                    "userAgent": {
                                        "type": "string"
                                    }
                                }
                            },
                            "stats": {
                                "type": "object",
                                "properties": {
                                    "inputBodyLen": {
                                        "type": "integer",
                                        "example": 2000
                                    },
                                    "rebootCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "restartCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "resurrectCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "computeUnits": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            },
                            "options": {
                                "type": "object",
                                "properties": {
                                    "build": {
                                        "type": "string",
                                        "example": "latest"
                                    },
                                    "timeoutSecs": {
                                        "type": "integer",
                                        "example": 300
                                    },
                                    "memoryMbytes": {
                                        "type": "integer",
                                        "example": 1024
                                    },
                                    "diskMbytes": {
                                        "type": "integer",
                                        "example": 2048
                                    }
                                }
                            },
                            "buildId": {
                                "type": "string"
                            },
                            "defaultKeyValueStoreId": {
                                "type": "string"
                            },
                            "defaultDatasetId": {
                                "type": "string"
                            },
                            "defaultRequestQueueId": {
                                "type": "string"
                            },
                            "buildNumber": {
                                "type": "string",
                                "example": "1.0.0"
                            },
                            "containerUrl": {
                                "type": "string"
                            },
                            "usage": {
                                "type": "object",
                                "properties": {
                                    "ACTOR_COMPUTE_UNITS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_WRITES": {
                                        "type": "integer",
                                        "example": 1
                                    },
                                    "KEY_VALUE_STORE_LISTS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_INTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_EXTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_SERPS": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            },
                            "usageTotalUsd": {
                                "type": "number",
                                "example": 0.00005
                            },
                            "usageUsd": {
                                "type": "object",
                                "properties": {
                                    "ACTOR_COMPUTE_UNITS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_WRITES": {
                                        "type": "number",
                                        "example": 0.00005
                                    },
                                    "KEY_VALUE_STORE_LISTS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_INTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_EXTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_SERPS": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
