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# Jina Reader vs Parallel in 2026: pages at $0.80 per 1,000 on one key

Compared on Nov 12, 2026. The page: https://specstream.ai/compare/jina-reader-vs-parallel

On Nov 12, 2026, Parallel Extract costs $1 per 1,000 URLs, and Parallel Search $1 per 1,000 requests in `turbo` or `fast` and $5 in `basic` or `advanced`. Jina Reader bills tokens by page length, and its Reader page prints no dollar rate.

SpecStream reads every page at $0.80 per 1,000, whatever its length, through the Extract API or Jina's own call at `https://api.specstream.ai/jina`. Parallel Search code keeps its body at `https://api.specstream.ai/parallel`, from $1 per 1,000.

The Extract API scores 0.908 F1 on WCXB, and search on the same key a 97.9 F-score on SimpleQA Verified. New accounts get $10 of credit, no card.

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

## SpecStream, Jina Reader and Parallel side by side

| | SpecStream | Jina Reader | Parallel |
|---|---|---|---|
| Your code today | Jina's `POST` with `url` answers at `https://api.specstream.ai/jina` with a Bearer key, and Parallel's `POST /v1/search` at `https://api.specstream.ai/parallel` with the key in `x-api-key`. Parallel Extract calls move to `POST /v1/extract` with the same `urls` list | `POST https://r.jina.ai/` with `url` in the body, or the page address after `https://r.jina.ai/`, with a Jina key as the Bearer token | `POST https://api.parallel.ai/v1/extract` with `urls` and an `objective`, and `/v1/search` with `search_queries`, with a Parallel key in `x-api-key` |
| Price of a page read | $0.80 per 1,000 pages, $0.0008 a page, whatever its length. PDF, Word and Excel files are read at the same rate, and a page with no text is not charged | Tokens, charged by content length. Reader bills the output tokens, its Reader page prints no dollar rate, and tokens are not deducted for failed requests | $1 per 1,000 URLs |
| What comes back | `data.results[]` with `url`, `status`, `title`, the main text as markdown or plain text, `published` and every email on the page. On `/jina`, Jina's own text or JSON | The page as text, or JSON with the URL, title, content and timestamp when the page has one | `results[]` with `url`, `title`, `publish_date`, `excerpts` as markdown, and `full_content` when you turn it on |
| Search | Parallel's `/v1/search` at `https://api.specstream.ai/parallel` from $1 per 1,000 searches of up to 10 results, and `GET /v1/web-search` from $1 per 1,000, up to 100 results for one search | `s.jina.ai` returns the top five results with their URLs and contents, for a fixed number of tokens a request, from 10,000 | $1 per 1,000 requests in `turbo` or `fast`, $5 in `basic` or `advanced`, with 10 results included and $1 per 1,000 results beyond |
| Rate limits | No monthly cap. Calls spend from your balance inside the limit you set on the key | 20 requests a minute with no key, 500 on a free or paid key, 5,000 on premium, and 10,000 requests per 60 seconds per IP | 600 a minute on Extract and 600 on Search by default |
| Free to start | $10 of credit, no card: 12,500 pages or 10,000 searches | 10M free tokens on every new API key, and basic use with no key | $5 free monthly with a card on file, plus up to $80 at signup |
| Published accuracy | 97.9 F-score on all 1,000 official SimpleQA Verified questions (978 correct). 64.0 item F1 and 43.4 row F1 on all 200 official WideSearch tasks. Extract API 0.908 F1 on WCXB. Method at [specstream.ai/benchmarks](https://specstream.ai/benchmarks?utm_source=alternatives&utm_campaign=jina-reader-vs-parallel) | No accuracy score on its Reader page | No accuracy score on its pricing page |
| Every match as structured rows | Deep Search: a request in plain words returns every match on the live web as rows at 5¢, 15¢ or $1 a row, with a source URL on every value. The most a run can cost is quoted before it starts, with no fee per run | The content of the URL you send. Your code joins the facts into records | FindAll on `base`: $0.25 a run plus $0.03 a match, with enrichment billed separately |

## Why teams read pages with SpecStream

### One price a page, in dollars

Jina charges tokens by the length of each page, so a long page costs more than a short one and the dollar figure depends on your top up. Parallel charges $1 per 1,000 URLs. On SpecStream every page costs $0.0008, whatever its length, from a balance that never expires, and a page with no text is not charged. The reply carries `price_usd`, the price of the pages read.

### Jina and Parallel calls on one key

Jina Reader code keeps its body and its parser on `https://api.specstream.ai/jina`, and Parallel Search code keeps its body on `https://api.specstream.ai/parallel`. Parallel Extract calls send the same `urls` list to `POST /v1/extract`.

```
# Jina Reader, before and after
curl -X POST https://r.jina.ai/ -H "Authorization: Bearer $JINA_API_KEY" -d "url=$URL"
curl -X POST https://api.specstream.ai/jina -H "Authorization: Bearer $SPECSTREAM_API_KEY" -d "url=$URL"

# Parallel Extract, before and after
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?"}'
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"}'
```

### What comes back

The Extract API returns the main text of up to 20 pages or documents a call, PDF, Word and Excel included, without menus, footers and ads. Each item of `data.results` carries `url`, `status`, `title`, `text`, `published` when the page gives a date, and `emails`. A page that refuses 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, and `read_from` says which. Every field is in the [Extract API docs](https://specstream.ai/docs/extract-api?utm_source=alternatives&utm_campaign=jina-reader-vs-parallel).

On `/jina`, the reply starts with `Title:` and `URL Source:`, then `Markdown Content:`, as Jina's does. With `Accept: application/json` it carries `code`, `status` and `data` with `title`, `url`, `content` and `publishedTime`; `links`, `images` and `usage.tokens` are not returned. Every parameter is in the [Jina Reader migration guide](https://specstream.ai/migrate/jina?utm_source=alternatives&utm_campaign=jina-reader-vs-parallel).

### Search on the same key

`POST https://api.specstream.ai/parallel/v1/search` with `search_queries` answers in Parallel's shape: `results[].url`, `title`, `publish_date` and `excerpts`, with the key in `x-api-key`, at $1 per 1,000 searches of up to 10 results. The parameters are in the [Parallel migration guide](https://specstream.ai/migrate/parallel?utm_source=alternatives&utm_campaign=jina-reader-vs-parallel).

The Search API 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=jina-reader-vs-parallel) page.

### Every match as rows, with no fee per run

When the job is a list in place of a page, write the request in plain words. [Deep Search](https://specstream.ai/deep-search?utm_source=alternatives&utm_campaign=jina-reader-vs-parallel) reads it back as the conditions every row must meet and the facts to bring back, 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 on every value. A run carries no fixed fee. Save a request and it reruns hourly to yearly, with each row labeled changed, unchanged or no longer matching.

### You decide what is kept, on each key

Create a key with `zero_retention` and a call made with it keeps no request text and no answer after the reply. `spend_cap_cents` is the most the key can spend.

```
curl -X POST https://api.specstream.ai/v1/account/keys \
  -H "Authorization: Bearer $SPECSTREAM_API_KEY" -H "Content-Type: application/json" \
  -d '{"name": "production", "scopes": ["account:read", "finds:spend"], "spend_cap_cents": 500000, "zero_retention": true}'
```

## Other ways to read pages for an LLM

### 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=jina-reader-vs-parallel) or the Jina, Spider, Firecrawl and Crawl4AI routes, search at $5 per 1,000, and every match as structured rows at 5¢, 15¢ or $1 a row.

### Firecrawl

Monthly credit plans from $19 a month for 5,000 credits, at 1 credit a page for Scrape and Crawl. SpecStream answers Firecrawl's `/v2/scrape` and `/v2/crawl` at `https://api.specstream.ai/firecrawl`, each page at $0.0008. [Firecrawl vs Jina Reader](https://specstream.ai/compare/firecrawl-vs-jina-reader?utm_source=alternatives&utm_campaign=jina-reader-vs-parallel).

### Spider

$1 per GB of content plus $0.0001 per minute of CPU, or Unlimited from $40 a month. SpecStream answers Spider's `/scrape` and `/search` at `https://api.specstream.ai/spider`, each page at $0.0008. [Spider alternatives](https://specstream.ai/alternatives/spider?utm_source=alternatives&utm_campaign=jina-reader-vs-parallel).

### Crawl4AI

A crawler you can host yourself, with a hosted API from $10 a month at 120 calls a minute. SpecStream answers a Crawl4AI server's `/crawl` and `/md` at `https://api.specstream.ai/crawl4ai`, with no server to run.

## How to move Jina Reader and Parallel calls 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. Point the Jina Reader calls at `https://api.specstream.ai/jina`. Ask for JSON with `Accept: application/json`, or leave the header out for Jina's text form.

```
const reply = await fetch("https://api.specstream.ai/jina", { // was https://r.jina.ai/
  method: "POST",
  headers: {
    Authorization: `Bearer ${process.env.SPECSTREAM_API_KEY}`,
    Accept: "application/json",
    "Content-Type": "application/json",
  },
  body: JSON.stringify({ url: "https://example.com/pricing" }),
}).then((r) => r.json());

console.log(reply.data.title, reply.data.content.slice(0, 200));
```

3. Send Parallel Extract's `urls` to `POST https://api.specstream.ai/v1/extract` with the key as the Bearer token, and read `data.results[].text`. In Python:

```
import os, requests

KEY = os.environ["SPECSTREAM_API_KEY"]

reply = requests.post(
    "https://api.specstream.ai/v1/extract",  # was https://api.parallel.ai/v1/extract
    headers={"Authorization": f"Bearer {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])
```

4. Set the Parallel Search base address to `https://api.specstream.ai/parallel` and send the SpecStream key in `x-api-key`. The body and the parser stay.

```
const res = await fetch("https://api.specstream.ai/parallel/v1/search", { // was https://api.parallel.ai
  method: "POST",
  headers: { "x-api-key": process.env.SPECSTREAM_API_KEY, "Content-Type": "application/json" },
  body: JSON.stringify({ search_queries: ["United Nations founding date"] }),
});
const data = await res.json();
for (const result of data.results) console.log(result.title, result.url);
```

5. Read `429` as a call to send again after `Retry-After`. It is not charged.

[Companies that name Parallel as a sub-processor](https://specstream.ai/data/subprocessors/vendor/parallel) on their own published list, each with the page and the day we read it.

## Frequently asked questions

### Is Jina Reader better than Parallel?

Both turn a URL into text for a model; Jina bills tokens by page length, and Parallel Extract bills $1 per 1,000 URLs. SpecStream reads pages at $0.80 per 1,000, whatever their length, and answers Jina Reader and Parallel Search calls on one key.

### Jina Reader vs Parallel pricing: what does each cost?

Parallel Extract costs $1 per 1,000 URLs and Parallel Search $1 to $5 per 1,000 requests by mode. Jina Reader charges tokens by content length, with 10M free tokens on a new key and no dollar rate on its Reader page. SpecStream costs $0.0008 a page.

### Can I keep my Jina Reader and Parallel code?

Yes for Jina Reader and Parallel Search: change the address to `https://api.specstream.ai/jina` or `https://api.specstream.ai/parallel` and the key. Parallel Extract calls send the same `urls` list to `POST /v1/extract`.

### What are the rate limits?

Jina Reader allows 20 requests a minute with no key, 500 on a free or paid key and 5,000 on premium. Parallel allows 600 a minute on Extract and on Search by default. SpecStream has no monthly cap: calls spend from your balance inside the limit you set on the key.

### How many pages can one call read?

Up to 20 pages or documents on the SpecStream Extract API, PDF, Word and Excel included, at $0.0008 each. Jina Reader reads one URL a call.

### What happens to a page that returns no text?

On SpecStream it costs $0. Jina does not deduct tokens for failed requests, and Parallel prices Extract at $1 per 1,000 URLs.

### 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, and Jina 10M free tokens on a new key.

## Sources

SpecStream wrote this page. Each figure for Jina Reader, 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
- [Jina Reader](https://jina.ai/reader), read Nov 12, 2026
- [Jina legal](https://jina.ai/legal/), read Nov 12, 2026
- [Parallel pricing](https://docs.parallel.ai/getting-started/pricing.md), 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
- [Parallel plans](https://parallel.ai/pricing), read Nov 12, 2026
- [Firecrawl pricing](https://www.firecrawl.dev/pricing), read Nov 12, 2026
- [Spider pricing](https://spider.cloud/pricing), read Nov 12, 2026
- [Crawl4AI docs](https://docs.crawl4ai.com/), read Nov 12, 2026