---
title: "Parallel"
description: "Parallel on looot as of 2026-09-28: 4 jobs through 4 endpoints, how you reach it, what it costs, and how to run it."
---

{/* Generated by scripts/generate-providers.mjs from data/providers.json. Do not edit. */}

<ProviderHeader id="parallel" />

## What it's good for

Parallel is in SEO/AEO, Web data. Reach for it to search the web and get ranked results; get extract; runs tasks.

As of 2026-09-28 (catalog revision 85280) it serves 4 jobs through 4 endpoints.

## Jobs

| Job id | What it does | Endpoints |
| --- | --- | --- |
| [`extract.get`](/catalog/web-data) | Get extract | 1 |
| `tasks.runs` | Runs tasks | 1 |
| `v1beta.findall.runs` | Runs v1beta findall | 1 |
| [`web.search`](/catalog/seo-aeo) | Search the web and get ranked results | 1 |

## Access

- **Runs on looot's key** for 4 endpoints: nothing to set up, the run spends your looot balance. You can connect your own key instead; see [Bring your own key](/guides/bring-your-own-key).

## Price basis

3 per call (from $0.005), 1 per result (from $0.001). A call that fails at the provider costs $0; see [What's free](/money/free-and-failures).

## Free first in fallback

Partly. 1 endpoint bill per result, so a miss costs nothing and fallback can move them ahead of flat-priced rows. See [Free first](/concepts/free-first).

## Run it

A job run takes shared input names, not Parallel's own field names; looot maps them for each provider. For `job:extract.get`, `url` is taken by 1 of its 3 providers. See [Job inputs](/concepts/job-inputs).

Example input for `looot run` or the MCP [`run`](/mcp-tools/run) tool, with placeholder values:

<CodeGroup>

```bash CLI
looot run job:extract.get --input '{"url":"https://example.com"}'
```

```json MCP
{
  "endpointId": "job:extract.get",
  "input": {
    "url": "https://example.com"
  },
  "idempotencyKey": "<new unique key>"
}
```

</CodeGroup>

A job run picks among all the job's providers. To run Parallel itself, name one of its endpoints (MCP [`search`](/mcp-tools/search) with `{"filters": {"provider": "parallel"}}` lists them), for example `parallel-extract`: `looot inspect parallel-extract` prints its exact input fields and price.

## In the live catalog

- Browse: [looot.ai/public-catalog/parallel-extract](https://looot.ai/public-catalog/parallel-extract), or search [looot.ai/public-catalog](https://looot.ai/public-catalog?text=Parallel) for Parallel.
- Every endpoint, no account needed: `curl "https://api.looot.ai/v1/public-catalog?provider=parallel"`

Parallel's name and logo are trademarks of their owner, shown to identify the provider.

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