# LLM & AI Hiring Tracker, 60-day window, custom keywords

**Use case:** 

A 60-day window, a lower 2-posting alert threshold, and four extra AI keywords (vLLM, Hugging Face, fine-tuning, evals) layered on the built-in dictionary. Flags companies whose newest postings mention LLM, GenAI, RAG, PyTorch or your terms at a much higher rate than their older postings, an early signal a company is standing up an AI team. Swap in your own companies or keywords.

## Input

```json
{
  "companies": [
    "https://jobs.lever.co/palantir",
    "https://jobs.ashbyhq.com/notion",
    "stripe"
  ],
  "recentDays": 60,
  "alertThreshold": 2,
  "minSharePercent": 3,
  "extraStacks": [
    "vLLM",
    "Hugging Face",
    "fine-tuning",
    "evals"
  ],
  "includePostingRows": false,
  "compareWithPreviousRun": true,
  "snapshotKeyPrefix": ""
}
```

## Output

```json
{
  "slug": {
    "label": "Company",
    "format": "string"
  },
  "ats": {
    "label": "ATS",
    "format": "string"
  },
  "status": {
    "label": "Status",
    "format": "string"
  },
  "counts": {
    "label": "Counts",
    "format": "object"
  },
  "alerts": {
    "label": "Alerts",
    "format": "array"
  },
  "topRecentStacks": {
    "label": "Top recent stacks",
    "format": "array"
  },
  "titleStacks": {
    "label": "Stacks in titles",
    "format": "array"
  },
  "stackDeltasSincePrevious": {
    "label": "Changes since last run",
    "format": "array"
  },
  "boardUrl": {
    "label": "Job board",
    "format": "string"
  },
  "error": {
    "label": "Note",
    "format": "string"
  }
}
```

## About this Actor

This example demonstrates how to use [Greenhouse, Lever & Ashby Jobs Scraper + Tech Stack Signals](https://apify.com/anywhere-web-repair/tech-stack-hiring-monitor.md) with a specific input configuration. Visit the [Actor detail page](https://apify.com/anywhere-web-repair/tech-stack-hiring-monitor.md) to learn more, explore other use cases, and run it yourself.


## How to integrate an Actor?

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

Do not guess an integration path. Every one of them is in the agent quickstart at https://apify.com/agents.md: the Apify MCP server, Agent Skills with the Apify CLI, the JavaScript and Python clients, the REST API, and the account-free path for an agent with no human to sign in. It also carries the rule on stating cost before the first paid run.

For full API examples (JavaScript, Python, CLI, MCP, OpenAPI), see this Task's Actor page: https://apify.com/anywhere-web-repair/tech-stack-hiring-monitor.md

Each client library has reference documentation the quickstart does not restate: [JavaScript/TypeScript](https://docs.apify.com/api/client/js/docs.md) (`npm install apify-client`) and [Python](https://docs.apify.com/api/client/python/docs.md) (`pip install apify-client`).