# Public Roadmap Demand Cluster Miner (`seeb/public-roadmap-demand-cluster-miner`) Actor

Cluster public roadmap requests by feature, votes, customer segment, status, demand strength, competitive risk, and product action.

- **URL**: https://apify.com/seeb/public-roadmap-demand-cluster-miner.md
- **Developed by:** [Techionik](https://apify.com/seeb) (community)
- **Categories:** Automation, Developer tools
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $20.00 / 1,000 roadmap demand rows

This Actor is paid per event and usage. You are charged both the fixed price for specific events and for Apify platform usage.

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

## What's an Apify Actor?

Actors are web data automations that power AI and operations. They run on the Apify platform to scrape websites, process data, connect APIs, and automate workflows.
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

## Public Roadmap Demand Cluster Miner

Cluster public roadmap requests by feature, votes, customer segment, status, demand strength, competitive risk, and product action.

Public Roadmap Demand Cluster Miner is built for one focused job: turning public source pages or pasted research snippets into usable roadmap demand row records. It does not try to be a generic webpage scraper. The parser, fields, examples, and dataset schema are shaped around this actor's specific business question.

Use it when you already have public pages, listings, announcements, reviews, directories, or copied snippets and want a repeatable way to extract the information that matters without manually filling a spreadsheet.

### Who Uses It

Product managers, SaaS founders, competitor researchers, agencies, and product-marketing teams tracking unmet demand.

### What It Finds

The actor looks for signals connected to cluster public roadmap requests by feature, votes, customer segment, status, demand strength, competitive risk, and product action. It keeps the output focused on fields a buyer can review, filter, enrich, or send into a CRM, spreadsheet, product backlog, procurement workflow, or research database.

The extraction method is specific to this actor:

Roadmap-request extraction with vote parsing, status detection, requester segmentation, demand clustering, and competitive-risk scoring.

### How It Works

1. The actor accepts public URLs or pasted snippets in `roadmapSources`.
2. Public URLs are fetched when possible and converted into visible text.
3. Pasted snippets are processed directly, which is useful for pages that block automated fetching or require manual browsing.
4. Actor-specific parsing logic extracts only the fields listed below.
5. Empty or low-information inputs are skipped safely, with clean logs instead of noisy failed rows.

### Input

Use `roadmapSources` for the sources you want to process. Each item can be a public URL or a focused text snippet.

```json
{
    "roadmapSources": [
        "TaskFlow roadmap request: users ask for Slack approval workflows. 184 votes. Status: planned for enterprise teams.",
        "CartPilot feedback board includes requests for Shopify bundle analytics with 96 votes from merchants.",
        "SecureDesk roadmap: customers request SSO for the team plan. Status under review, 212 votes."
    ],
    "maxResults": 3
}
````

### Output Fields

- `productName` - Product or SaaS tool found on the pricing page.
- `roadmapUrl` - Roadmap, feedback board, or feature-request URL.
- `requestedFeature` - Feature requested by users or customers.
- `featureCluster` - Product area the request belongs to.
- `voteCount` - Vote count or demand count when visible.
- `requesterSegment` - User or customer segment requesting the feature.
- `statusSignal` - Roadmap status such as planned, under review, or in progress.
- `demandStrength` - Whether demand is quantified or qualitative.
- `competitiveRisk` - Risk that competitors can use the unmet demand.
- `productAction` - Suggested product or research action.

### Example Output

```json
{
    "productName": "TaskFlow",
    "roadmapUrl": "https://example.com/roadmap",
    "requestedFeature": "Slack approval workflows",
    "featureCluster": "workflow automation",
    "voteCount": "184 votes",
    "requesterSegment": "enterprise teams",
    "statusSignal": "planned",
    "demandStrength": "quantified demand",
    "competitiveRisk": "high",
    "productAction": "prioritize roadmap validation"
}
```

### Best Use Cases

- Build a focused spreadsheet from repeated source pages.
- Review public signals before sales, partnership, product, procurement, or market research work.
- Monitor a category over time using the same output fields.
- Turn copied notes from newsletters, communities, directories, review pages, or search results into a structured dataset.

### Tips For Better Results

- Use source pages that visibly contain the signal you want this actor to extract.
- For hard-to-fetch sites, paste the relevant public text snippet directly into the input.
- Keep each input item focused on one page, listing, announcement, review, or profile.
- Review extracted rows before making high-stakes business, legal, procurement, or security decisions.

### Limitations

- The actor does not bypass logins, paywalls, private systems, CAPTCHA, or anti-bot walls.
- The actor extracts from visible text and may miss information hidden behind scripts or user interactions.
- Some fields may be empty when the source does not contain that information.
- Output quality depends on source quality, so focused source text produces the strongest rows.

# Actor input Schema

## `roadmapSources` (type: `array`):

Add public URLs or paste focused text snippets. Use one source per row. The actor extracts only signals that match its specific purpose.

## `maxResults` (type: `integer`):

Maximum number of useful dataset rows to save.

## Actor input object example

```json
{
  "roadmapSources": [
    "TaskFlow roadmap request: users ask for Slack approval workflows. 184 votes. Status: planned for enterprise teams.",
    "CartPilot feedback board includes requests for Shopify bundle analytics with 96 votes from merchants.",
    "SecureDesk roadmap: customers request SSO for the team plan. Status under review, 212 votes."
  ],
  "maxResults": 25
}
```

# Actor output Schema

## `dataset` (type: `string`):

No description

## `summary` (type: `string`):

No description

# 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 = {};

// Run the Actor and wait for it to finish
const run = await client.actor("seeb/public-roadmap-demand-cluster-miner").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 = {}

# Run the Actor and wait for it to finish
run = client.actor("seeb/public-roadmap-demand-cluster-miner").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 '{}' |
apify call seeb/public-roadmap-demand-cluster-miner --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=seeb/public-roadmap-demand-cluster-miner",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Public Roadmap Demand Cluster Miner",
        "description": "Cluster public roadmap requests by feature, votes, customer segment, status, demand strength, competitive risk, and product action.",
        "version": "1.0",
        "x-build-id": "nPiWDmnrkrhT7fnre"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/seeb~public-roadmap-demand-cluster-miner/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-seeb-public-roadmap-demand-cluster-miner",
                "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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/seeb~public-roadmap-demand-cluster-miner/runs": {
            "post": {
                "operationId": "runs-sync-seeb-public-roadmap-demand-cluster-miner",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/seeb~public-roadmap-demand-cluster-miner/run-sync": {
            "post": {
                "operationId": "run-sync-seeb-public-roadmap-demand-cluster-miner",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": [
                    "roadmapSources"
                ],
                "properties": {
                    "roadmapSources": {
                        "title": "Public roadmap pages, changelog feedback, feature requests, or roadmap snippets",
                        "type": "array",
                        "description": "Add public URLs or paste focused text snippets. Use one source per row. The actor extracts only signals that match its specific purpose.",
                        "items": {
                            "type": "string"
                        },
                        "default": [
                            "TaskFlow roadmap request: users ask for Slack approval workflows. 184 votes. Status: planned for enterprise teams.",
                            "CartPilot feedback board includes requests for Shopify bundle analytics with 96 votes from merchants.",
                            "SecureDesk roadmap: customers request SSO for the team plan. Status under review, 212 votes."
                        ]
                    },
                    "maxResults": {
                        "title": "Maximum results",
                        "minimum": 1,
                        "maximum": 100,
                        "type": "integer",
                        "description": "Maximum number of useful dataset rows to save.",
                        "default": 25
                    }
                }
            },
            "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
