# Multi-ATS Tech Skills Demand Intelligence (`neuton/multi-ats-tech-skills-demand-intelligence`) Actor

Quantify disclosed technology demand in public company job titles and descriptions using an explicit, buyer-controlled skill dictionary.

- **URL**: https://apify.com/neuton/multi-ats-tech-skills-demand-intelligence.md
- **Developed by:** [Neuton Scripts](https://apify.com/neuton) (community)
- **Categories:** Jobs, Business, Lead generation
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

$12.00 / 1,000 results

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 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.

- **AI agents and MCP clients** — the [Apify MCP server](https://docs.apify.com/integrations/mcp.md) at `https://mcp.apify.com` (remote, streamable HTTP, OAuth on first use).
- **Agentic workflows and local Actor development** — [Agent Skills](https://apify.com/.well-known/agent-skills/index.json) with the [Apify CLI](https://docs.apify.com/cli/docs.md): `npm install -g apify-cli`, then `apify login`.
- **JavaScript/TypeScript projects** — the official [JS/TS client](https://docs.apify.com/api/client/js/docs.md): `npm install apify-client`.
- **Python projects** — the official [Python client](https://docs.apify.com/api/client/python/docs.md): `pip install apify-client`.
- **Any other language** — 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

## Multi-ATS Tech Skills Demand Intelligence

Quantify disclosed technology demand in public company job titles and descriptions using an explicit, buyer-controlled skill dictionary. Get company-level evidence instead of another raw job dump. Built for sales intelligence, workforce planning, training providers, and market researchers.

### Start in 30 seconds

```json
{
  "companies": [
    {
      "company": "Stripe",
      "boards": [
        {
          "provider": "greenhouse",
          "slug": "stripe"
        }
      ]
    },
    {
      "company": "Cloudflare",
      "boards": [
        {
          "provider": "greenhouse",
          "slug": "cloudflare"
        }
      ]
    },
    {
      "company": "OpenAI",
      "boards": [
        {
          "provider": "ashby",
          "slug": "OpenAI"
        }
      ]
    },
    {
      "company": "Palantir",
      "boards": [
        {
          "provider": "lever",
          "slug": "palantir"
        }
      ]
    }
  ],
  "skillDictionary": [
    "Python",
    "JavaScript",
    "TypeScript",
    "Java",
    "SQL",
    "AWS",
    "Kubernetes",
    "React",
    "Machine Learning"
  ],
  "maxJobsPerCompany": 100
}
```

Run the example, inspect the Dataset, then replace the companies and public ATS board identifiers. Save recurring inputs as Apify Tasks or call this Actor through API, webhooks, Make, n8n, Zapier, ChatGPT, Claude, or Neuton Actors MCP.

### Output

Every successful company produces one auditable aggregate with `company`, `totalOpenJobs`, `jobsAnalyzed`, `skillCounts`, `skillShares`, `roleFamilies`, `evidenceJobUrls`, `atsSources`, `scrapedAt`. Source job URLs make the counts reviewable and useful in CRMs, warehouses, dashboards, RAG, and agent workflows.

### Buyer workflows

- Find companies actively hiring for products your sales or partnership team supports
- Compare technology demand across employers using the same buyer-controlled skill dictionary
- Track changes in Python, Kubernetes, cloud, data, AI, or frontend demand over time
- Give training providers and workforce teams source-linked evidence for curriculum planning
- Export reconciled counts and evidence URLs into CRM scoring, BI, RAG, or agent workflows

### Related hiring intelligence

- [Salary Transparency Intelligence](https://apify.com/neuton/multi-ats-salary-transparency-intelligence) for disclosed compensation coverage
- [Remote Work Intelligence](https://apify.com/neuton/multi-ats-remote-work-intelligence) for workplace-model comparisons
- [Geographic Hiring Signals](https://apify.com/neuton/multi-ats-geographic-expansion-signals) for location and country concentration
- [Entry-Level Hiring Intelligence](https://apify.com/neuton/multi-ats-entry-level-hiring-intelligence) for internships, graduate roles, and early-career demand

### Pricing

Launch price: **$12.00 per 1,000 company technology-demand aggregates**. One successfully processed company produces one billable aggregate. Failed companies, empty inputs, diagnostics, duplicates, and unsupported inferences are not billed.

### Data contract

- Skills are matched from user-visible titles and descriptions using a disclosed dictionary.
- Do not infer technologies absent from source text.
- Counts and shares reconcile to analyzed jobs.
- Failed companies, diagnostics, and zero-evidence aggregates are not billable.

This pure-HTTP Actor uses public career-board endpoints at 256 MB. It fails visibly on incomplete source fetches and never claims access to private ATS or candidate data.

### Responsible use

Use public hiring evidence for legitimate recruiting, workforce research, education planning, sales intelligence, and investment analysis. Do not infer protected characteristics, automate discriminatory decisions, collect private profiles, bypass access controls, or use results for spam. Verify consequential decisions against the linked source.

### SEO keywords

multi ATS scraper, company hiring intelligence, Greenhouse jobs data, Lever jobs data, Ashby jobs data, Workday jobs data, SmartRecruiters jobs data, Recruitee jobs data, Personio jobs data, salary transparency data, remote work intelligence, technology skills demand, geographic hiring signals, entry level jobs intelligence, recruiting API, sales intent data, MCP hiring data.

# Actor input Schema

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

Company names paired with public ATS provider and board identifiers.

## `maxJobsPerCompany` (type: `integer`):

Caps source jobs analyzed for each company to control run cost.

## `skillDictionary` (type: `array`):

Explicit case-insensitive technology terms matched against public job text.

## Actor input object example

```json
{
  "companies": [
    {
      "company": "Stripe",
      "boards": [
        {
          "provider": "greenhouse",
          "slug": "stripe"
        }
      ]
    },
    {
      "company": "Cloudflare",
      "boards": [
        {
          "provider": "greenhouse",
          "slug": "cloudflare"
        }
      ]
    },
    {
      "company": "OpenAI",
      "boards": [
        {
          "provider": "ashby",
          "slug": "OpenAI"
        }
      ]
    },
    {
      "company": "Palantir",
      "boards": [
        {
          "provider": "lever",
          "slug": "palantir"
        }
      ]
    }
  ],
  "maxJobsPerCompany": 100,
  "skillDictionary": [
    "Python",
    "JavaScript",
    "TypeScript",
    "Java",
    "SQL",
    "AWS",
    "Kubernetes",
    "React",
    "Machine Learning"
  ]
}
```

# Actor output Schema

## `results` (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("neuton/multi-ats-tech-skills-demand-intelligence").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("neuton/multi-ats-tech-skills-demand-intelligence").call(run_input=run_input)

# Fetch and print Actor results from the run's dataset (if there are any)
print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}")
for item in client.dataset(run.default_dataset_id).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 neuton/multi-ats-tech-skills-demand-intelligence --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "type": "http",
            "url": "https://mcp.apify.com/?tools=fetch-actor-details,neuton/multi-ats-tech-skills-demand-intelligence"
        }
    }
}

```

The hosted server signs you in with OAuth on first connect, so no API token belongs in this config. Clients without OAuth support can send an `Authorization: Bearer <APIFY_API_TOKEN>` header instead, using a token from API & Integrations in Apify Console (https://console.apify.com/settings/integrations).

## OpenAPI specification

Download the OpenAPI definition: https://api.apify.com/v2/actors/vbgDR1VeV2CMBQm3e/builds/tLWR41lpFT38SPlKQ/openapi.json