# Parallel on looot

Parallel gives your agent 4 jobs through looot: get extract, search the web and get ranked results, run a web research task and 1 more job. 4 endpoints run today, from $0.001 per result.

## At a glance

- Category: Web search & research
- Access: Runs on looot's platform key: you do not need your own Parallel account
- Price: from $0.001

## Choose it when

- You want the lowest price to get extract: $0.001 per result, the cheapest of 2 providers on looot.
- You need to run a web research task: Parallel is the only provider on looot that runs this job today.
- You need to find every entity that matches a description: Parallel is the only provider on looot that runs this job today.

## Endpoints and jobs

| Endpoint | Job | Price | Runs (30 days) | Benchmark |
|---|---|---|---|---|
| [Extract](/public-catalog/parallel-extract) | `extract.get` | $0.001 per result | not enough runs to rank | no benchmark yet |
| [Search](/public-catalog/parallel-search) | `web.search` | $0.005 per call | not enough runs to rank | [Search the web and get ranked results](/benchmarks/web-search) |
| [Create Task Run](/public-catalog/parallel-tasks-runs) | `research.task.run` | $0.01 per call | not enough runs to rank | no benchmark yet |
| [Create FindAll Run](/public-catalog/parallel-v1beta-findall-runs) | `research.findall` | $0.25 per call | not enough runs to rank | no benchmark yet |

## How the numbers are measured

Run numbers are looot's own runs of each endpoint over the last 30 days: the share that completed without an error, and the median time to answer. An endpoint with fewer than 10 runs in that window shows "not enough runs to rank" and is never ranked. Prices are what looot charges per call or per result, fee included, read from the live catalog; you prepay credit and each call is charged when it runs.

Read 2026-11-10 23:22 UTC.

## For agents

The minimal request for Extract (`parallel-extract`). Replace each <placeholder> with your value and send a new idempotency key per run.

### MCP

```json
{
  "endpointId": "parallel-extract",
  "input": {
    "urls": "<urls>"
  },
  "idempotencyKey": "<a new id per run>"
}
```

### REST

```bash
curl -X POST https://api.looot.ai/v1/runs \
  -H "Authorization: Bearer $LOOOT_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"endpointId":"parallel-extract","input":{"urls":"<urls>"},"idempotencyKey":"<a new id per run>"}'
```

### CLI

```bash
looot run parallel-extract --input '{"urls":"<urls>"}'
```