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Parallel Extract API alternative in 2026

Pages at $0.80 per 1,000.

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.

New accounts get $10 of credit, no card. It covers 12,500 pages.

SpecStream and Parallel Extract side by side

SpecStreamParallel 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 callPOST https://api.specstream.ai/v1/extract with urls and the key as a Bearer token. format is markdown or textPOST 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 backdata.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 costresults[] with url, title, publish_date, excerpts as markdown, and full_content when it was enabled
Pages that refuse a plain readTried 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 whichReads JavaScript heavy pages and PDFs
Pages you already holdSend the HTML in pages and get the main text back, at the same page price, with nothing fetchedPublic URLs
Rate limitNo monthly cap. Calls spend from your balance inside the limit you set on the key, and a call refused for the minute is not charged600 Extract calls a minute by default
Search on the same keyParallel'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 changeA 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 rowsDeep Search: a request in plain words returns every match on the live web at 5¢, 15¢ or $1 a row, with no fee per runFindAll 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

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

How SpecStream scores

The same numbers as the benchmarks page, from the official tasks and scorers.

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.

Frequently asked questions

Something we didn't answer? Talk to a human

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.

  1. SpecStream pricingspecstream.ai/pricing, read Nov 12, 2026
  2. SpecStream for agentsspecstream.ai/agents.md, read Nov 12, 2026
  3. SpecStream benchmarksspecstream.ai/benchmarks, read Nov 12, 2026
  4. Parallel pricingdocs.parallel.ai/getting-started/pricing.md, read Nov 12, 2026
  5. Parallel plansparallel.ai/pricing, read Nov 12, 2026
  6. Parallel rate limitsdocs.parallel.ai/getting-started/rate-limits.md, read Nov 12, 2026
  7. Parallel Extract quickstartdocs.parallel.ai/extract/extract-quickstart.md, read Nov 12, 2026
  8. Exa pricingexa.ai/docs/admin/pricing.md, read Nov 12, 2026
  9. Tavily API creditsdocs.tavily.com/documentation/api-credits.md, read Nov 12, 2026
  10. Tavily pricingtavily.com/pricing, read Nov 12, 2026
  11. Firecrawl pricingfirecrawl.dev/pricing, read Nov 12, 2026
  12. Jina Readerjina.ai/reader, read Nov 12, 2026