# Ai Ml Hiring Signals Task

**Use case:** 

Monitor hiring activity across AI and machine learning companies. This tracker provides insights into new job openings, closed positions, hiring trends, and notable first-time hires in specific roles. Get essential hiring signals from 98 recognized companies to understand market movements and talent needs.

## Input

```json
{
  "categories": [
    "foundation_model"
  ],
  "stages": [
    "all"
  ],
  "outputMode": "both",
  "functions": [],
  "seniorities": [],
  "regions": [],
  "workplace": "any",
  "titleKeywords": [
    "llm",
    "inference"
  ],
  "excludeKeywords": [
    "intern"
  ],
  "onlyNewRoles": false,
  "onlySignalCompanies": false,
  "maxCompanies": 10,
  "maxJobsPerCompany": 200,
  "concurrency": 6,
  "extraCompanies": []
}
```

## Output

```json
{
  "company": {
    "label": "Company",
    "format": "string"
  },
  "title": {
    "label": "Role",
    "format": "string"
  },
  "function": {
    "label": "Function",
    "format": "string"
  },
  "seniority": {
    "label": "Level",
    "format": "string"
  },
  "workplace": {
    "label": "Workplace",
    "format": "string"
  },
  "location_raw": {
    "label": "Location",
    "format": "string"
  },
  "region": {
    "label": "Region",
    "format": "string"
  },
  "salary_min": {
    "label": "Salary min",
    "format": "integer"
  },
  "salary_max": {
    "label": "Salary max",
    "format": "integer"
  },
  "tech_tags": {
    "label": "Tech tags",
    "format": "array"
  },
  "is_new": {
    "label": "New",
    "format": "boolean"
  },
  "days_open": {
    "label": "Days open",
    "format": "integer"
  },
  "posted_at": {
    "label": "Posted",
    "format": "string"
  },
  "url": {
    "label": "Link",
    "format": "string"
  }
}
```

## About this Actor

This example demonstrates how to use [AI/ML Hiring Signals — Track Who AI Companies Are Hiring](https://apify.com/progressive_task/ai-ml-hiring-signals.md) with a specific input configuration. Visit the [Actor detail page](https://apify.com/progressive_task/ai-ml-hiring-signals.md) to learn more, explore other use cases, and run it yourself.


## 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.
This Task's input is already configured above — use it as-is rather than inventing a new one.

- **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 full API examples (JavaScript, Python, CLI, MCP, OpenAPI), see this Task's Actor page: https://apify.com/progressive_task/ai-ml-hiring-signals.md

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).