<!-- twin of https://specstream.ai/parallel-extract-api -->
# Parallel Extract API alternative in 2026: pages at $0.80 per 1,000

Compared on Nov 12, 2026. The page: https://specstream.ai/parallel-extract-api

On Nov 12, 2026, Parallel Extract costs $1 per 1,000 URLs, at 600 calls a minute by default. It returns excerpts aimed at an `objective`, and the full page as markdown when you turn on `full_content`.

SpecStream is the live web data engine for teams and agents. Its Extract API reads up to 20 pages or documents a call at $0.80 per 1,000, and a page with no text is not charged. It scores 0.908 F1 on WCXB.

[Get an API key](https://specstream.ai/signup?src=alternatives-parallel-extract-api&utm_source=alternatives-md&utm_campaign=parallel-extract-api&returnTo=%2Fworkspace%2Fagents%3Ftab%3Dkeys) New accounts get $10 of credit, no card. It covers 12,500 pages.

## SpecStream and Parallel Extract side by side

| | SpecStream | Parallel Extract |
|---|---|---|
| Price per 1,000 pages | $0.80, or $0.0008 a page, whatever its length. PDF, Word and Excel files cost the same, and a page with no text is not charged | $1 per 1,000 URLs |
| The call | `POST https://api.specstream.ai/v1/extract` with `urls` and the key as a Bearer token. `format` is `markdown` or `text` | `POST https://api.parallel.ai/v1/extract` with `urls` and an `objective`, and the key in `x-api-key`. `full_content` goes inside `advanced_settings` |
| What comes back | `data.results[]` with `url`, `status`, `title`, the main text without menus, footers and ads, `published`, `modified` and every email on the page. `price_usd` says what the call cost | `results[]` with `url`, `title`, `publish_date`, `excerpts` as markdown, and `full_content` when it was enabled |
| Pages that refuse a plain read | Tried again as a browser would ask, then in a real browser, then from the site's own feed, then from its newest public archive capture. `read_from` says which | Reads JavaScript heavy pages and PDFs |
| Pages you already hold | Send the HTML in `pages` and get the main text back, at the same page price, with nothing fetched | Public URLs |
| Rate limit | No monthly cap. Calls spend from your balance inside the limit you set on the key, and a call refused for the minute is not charged | 600 Extract calls a minute by default |
| Search on the same key | Parallel's own `/v1/search` answers at `https://api.specstream.ai/parallel` at $1 per 1,000 searches of up to 10 results | $1 per 1,000 requests in `turbo` or `fast`, $5 in `basic` or `advanced` |
| Watching pages for change | A saved Deep Search request reruns hourly to yearly. Each row comes back labeled changed, unchanged or no longer matching; a changed row costs half its rate, an unchanged one 1¢ | Monitor at $3 to $10 per 1,000 checks, each execution one check. |
| Every match as structured rows | Deep Search: a request in plain words returns every match on the live web at 5¢, 15¢ or $1 a row, with no fee per run | FindAll on `base`: $0.25 a run plus $0.03 a match, with enrichment billed separately |
| Free to start | $10 of credit, no card: 12,500 pages | $5 free monthly with a card on file, plus up to $80 at signup |

## Why teams read pages with SpecStream

### $0.80 per 1,000 pages, and empty pages are free

Parallel prices Extract at $1 per 1,000 URLs. SpecStream charges $0.0008 for each page that gives text, so 1 million pages cost $800 against $1,000, and a URL that comes back `empty`, `blocked`, `not_found` or `failed` costs nothing. The balance never expires.

### The main text, not only excerpts

Parallel returns excerpts chosen for the `objective` you send, and the whole page only when `full_content` is on. SpecStream returns the main text of every page, without menus, footers and ads, as markdown with headings, lists and links, or as plain text. Your model picks the passages.

Each result also carries `published` and `modified` when the page states them, and `emails`: every address the page carries, including those only its markup shows. Every field is in the [Extract API docs](https://specstream.ai/docs/extract-api?utm_source=alternatives&utm_campaign=parallel-extract-api).

### Pages that refuse a plain read

A page that blocks a plain read is tried again as a browser would ask for it, then in a real browser, then from the site's own feed, then from its newest public archive capture. `read_from` says `live`, `site` or `archive`, and `captured_at` gives the archive date. PDF, Word, Excel and EPUB files are read at the page price.

### Moving a Parallel Extract call

Send the same `urls` list to `/v1/extract` with your SpecStream key as a Bearer token. Drop `objective`, and read `data.results[].text` in place of `excerpts`.

```
# Parallel Extract
curl https://api.parallel.ai/v1/extract -H "x-api-key: $PARALLEL_API_KEY" -H "Content-Type: application/json" \
  -d '{"urls": ["https://www.un.org/en/about-us/history-of-the-un"], "objective": "When was the United Nations established?"}'

# SpecStream Extract API
curl https://api.specstream.ai/v1/extract -H "Authorization: Bearer $SPECSTREAM_API_KEY" -H "Content-Type: application/json" \
  -d '{"urls": ["https://www.un.org/en/about-us/history-of-the-un"], "format": "markdown"}'
```

### Scores on the official boards

The Extract API scores 0.908 F1 on WCXB. Search on the same key scores a 97.9 F-score on all 1,000 official SimpleQA Verified questions, 978 of them correct, and 64.0 item F1 and 43.4 row F1 on all 200 official WideSearch tasks. Every score and its method is on the [benchmarks](https://specstream.ai/benchmarks?utm_source=alternatives&utm_campaign=parallel-extract-api) page.

### When the job is a list, ask for rows

When you read pages to build a list, write the list in plain words. [Deep Search](https://specstream.ai/deep-search?utm_source=alternatives&utm_campaign=parallel-extract-api) reads it back as the conditions every row must meet, quotes the most it can cost, and after you approve delivers every match as a row at 5¢, 15¢ or $1, with a source URL and read time on every value. Rows that fail a condition, duplicates and rows you already own are not billed.

## Other page reading APIs and their price per 1,000 pages

### SpecStream

The live web data engine for teams and agents. Pages at $0.80 per 1,000 through the [Extract API](https://specstream.ai/extract-api?utm_source=alternatives&utm_campaign=parallel-extract-api) or the Exa Contents, Tavily Extract, Firecrawl and Jina Reader routes on the same key, search at $5 per 1,000 and $1 on the fast tier, and every match as rows at 5¢, 15¢ or $1 a row.

### Exa Contents

$1 per 1,000 pages, billed per content type, so a page with `text` and `highlights` counts as two. SpecStream answers `POST /exa/contents` in Exa's shape at $0.0008 a page. [Exa Contents compatible](https://specstream.ai/migrate/exa-contents?utm_source=alternatives&utm_campaign=parallel-extract-api).

### Tavily Extract

Every 5 successful URL extractions cost 1 credit on `basic` and 2 on `advanced`, at $0.008 a credit pay as you go: $1.60 or $3.20 per 1,000 URLs. SpecStream answers `POST /tavily/extract` in Tavily's shape at $0.80 per 1,000. [Tavily Extract compatible](https://specstream.ai/migrate/tavily-extract?utm_source=alternatives&utm_campaign=parallel-extract-api).

### Firecrawl

Hobby is $19 a month for 5,000 credits, and Scrape costs 1 credit a page: $3.80 per 1,000 pages. SpecStream answers Firecrawl's `/v2/scrape` at `https://api.specstream.ai/firecrawl` at $0.0008 a page. [Firecrawl alternatives](https://specstream.ai/alternatives/firecrawl?utm_source=alternatives&utm_campaign=parallel-extract-api).

### Jina Reader

Billed in tokens by page length, so the price of a page depends on how long it is. SpecStream answers Jina's call at `https://api.specstream.ai/jina` at one price a page. [Jina Reader vs Parallel](https://specstream.ai/compare/jina-reader-vs-parallel?utm_source=alternatives&utm_campaign=parallel-extract-api).

## How to move from Parallel Extract to SpecStream

1. Create a key under Agents & API in the workspace, with a spending limit. A new account gets $10 of credit, no card, which covers 12,500 pages.

2. Send your `urls` to `POST https://api.specstream.ai/v1/extract`, up to 20 a call, with the key as a Bearer token. In Python:

```
import os, requests

reply = requests.post(
    "https://api.specstream.ai/v1/extract",  # was https://api.parallel.ai/v1/extract
    headers={"Authorization": f"Bearer {os.environ['SPECSTREAM_API_KEY']}"},
    json={"urls": ["https://www.un.org/en/about-us/history-of-the-un"], "format": "markdown"},
    timeout=60,
)
reply.raise_for_status()
for page in reply.json()["data"]["results"]:
    print(page["url"], page["status"], page.get("title"), (page.get("text") or "")[:200])
```

3. Read `status` on each result. Only `ok` is charged. Send an `Idempotency-Key` header to retry a call safely.

4. Point Parallel Search calls at `https://api.specstream.ai/parallel` with the same key in `x-api-key`. The body and the parser stay. The parameters are in the [Parallel migration guide](https://specstream.ai/migrate/parallel?utm_source=alternatives&utm_campaign=parallel-extract-api).

## Frequently asked questions

### How much does the Parallel Extract API cost?

$1 per 1,000 URLs on Nov 12, 2026, with a default limit of 600 calls a minute. SpecStream's Extract API costs $0.80 per 1,000 pages, and a page with no text is not charged.

### What is the best Parallel Extract alternative?

SpecStream's Extract API: $0.80 per 1,000 pages, up to 20 pages or documents a call, the main text of each page with its dates and emails, and 0.908 F1 on WCXB.

### Does Parallel Extract return the whole page?

Only when `full_content` is enabled; by default it returns excerpts aimed at your `objective`. SpecStream returns the main text of every page, as markdown or plain text.

### Can I keep my Parallel code?

Parallel Search code keeps its body at `https://api.specstream.ai/parallel`, at $1 per 1,000 searches. Parallel Extract calls send the same `urls` list to `POST /v1/extract`.

### Does SpecStream read PDFs?

Yes: PDF, Word, Excel and EPUB files at $0.0008 each, the same price as a web page.

### Is there a free tier?

New SpecStream accounts get $10 of credit, no card, which covers 12,500 pages. Parallel gives $5 free monthly with a card on file, plus up to $80 at signup.

## Sources

SpecStream wrote this page. Each figure for Parallel and the other tools comes from that company's own page.

- [SpecStream pricing](https://specstream.ai/pricing), read Nov 12, 2026
- [SpecStream for agents](https://specstream.ai/agents.md), read Nov 12, 2026
- [SpecStream benchmarks](https://specstream.ai/benchmarks), read Nov 12, 2026
- [Parallel pricing](https://docs.parallel.ai/getting-started/pricing.md), read Nov 12, 2026
- [Parallel plans](https://parallel.ai/pricing), read Nov 12, 2026
- [Parallel rate limits](https://docs.parallel.ai/getting-started/rate-limits.md), read Nov 12, 2026
- [Parallel Extract quickstart](https://docs.parallel.ai/extract/extract-quickstart.md), read Nov 12, 2026
- [Exa pricing](https://exa.ai/docs/admin/pricing.md), read Nov 12, 2026
- [Tavily API credits](https://docs.tavily.com/documentation/api-credits.md), read Nov 12, 2026
- [Tavily pricing](https://www.tavily.com/pricing), read Nov 12, 2026
- [Firecrawl pricing](https://www.firecrawl.dev/pricing), read Nov 12, 2026
- [Jina Reader](https://jina.ai/reader), read Nov 12, 2026