Tavily vs Firecrawl in 2026
One key answers both calls.
On Nov 10, 2026, Tavily costs $0.008 a credit pay as you go, 1 credit a basic search and 2 an advanced one. Firecrawl sells monthly credit plans from $19 to $749, at 2 credits a search and 1 a page.
SpecStream answers both calls on one key. Tavily code calls https://api.specstream.ai/tavily in place of https://api.tavily.com, and Firecrawl code calls https://api.specstream.ai/firecrawl in place of https://api.firecrawl.dev. The bodies and the parsers stay.
A search costs $5 per 1,000 and a page $0.80 per 1,000, from one balance. SpecStream scores 97.9 F-score on all 1,000 SimpleQA Verified questions and 64.0 item F1 on WideSearch. New accounts get $10 of credit, no card.
New accounts get $10 of credit, no card. It covers 2,000 searches.
SpecStream, Tavily and Firecrawl side by side
| SpecStream | Tavily | Firecrawl | |
|---|---|---|---|
| Your code today | Runs as it is on both. Tavily's POST /search and /extract answer at https://api.specstream.ai/tavily, and Firecrawl's /v2/search, /v2/scrape, /v2/map and /v2/crawl at https://api.specstream.ai/firecrawl, with a SpecStream key as the Bearer token | POST https://api.tavily.com/search and /extract, with a Tavily key as the Bearer token | https://api.firecrawl.dev/v2, with a Firecrawl key as the Bearer token |
| Price per 1,000 searches | $5 for up to 10 results, basic or advanced, with page text and the answer at no extra cost. 11 to 20 results cost $0.011 a call | $8 basic and $16 advanced at $0.008 a credit pay as you go, or $0.0075 to $0.005 a credit on monthly plans from $30 for 4,000 credits to $500 for 100,000 | 2 credits per 10 results. Plans: Hobby $19 a month for 5,000 credits, Standard $99 for 100,000, Scale $749 for 1,000,000 |
| Price of a page read | $0.80 per 1,000 pages, $0.0008 a page, on Tavily Extract, Firecrawl scrape and crawl, and the Extract API | 1 credit for every 5 successful URLs on basic extract, up to 20 URLs a request | 1 credit a page for Scrape and Crawl, and 1 credit a Map call |
| How you pay | From a balance, with no monthly plan. Credit you buy never expires, and a key's spend_cap_cents is the most it can spend | Monthly credits. When they run out, requests stop until they reset on the first day of the month or you upgrade | A monthly plan of credits, from $19 to $749 a month |
| What answers a search | The whole live web, read at the moment of the call | Tavily's search, which serves cached copies and fetches pages live as needed. max_age_hours sets the cached copy's age from 1 to 720 hours | A search body with query and limit, and each result's page as markdown when asked |
| What comes back | Each API's own reply. On /tavily, results[] with title, url, content and score. On /firecrawl, data.web[] for a search, and data.markdown with data.metadata for a scrape | results[] with a title, URL, content and relevance score, an optional answer and each page's raw content when asked. max_results from 0 to 20, 10 by default | data.web[] with url, title and description for a search. data.markdown, data.html, data.rawHtml and data.metadata for a scrape |
| Failed and empty work | A page with no text is not charged. A busy call gets a 429 with Retry-After and charges nothing | A failed URL extraction or map is not charged | A call that returns a document is billed. A call that returns no document is 0 credits |
| Free to start | $10 of credit, no card: 2,000 searches or 12,500 pages | 1,000 free credits a month, no credit card | 1,000 free credits a month, about 1,000 pages, no card, at 10 requests a minute |
| 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 | No accuracy score on its pricing 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 | Research returns a cited report or one object in your schema, for 4 to 110 credits a request on mini and 15 to 250 on pro | Pages, at 1 credit each. Your code joins the facts into records |
Why teams give their agent SpecStream
Both calls on one key
An agent that searches with Tavily and reads pages with Firecrawl keeps both. Each call keeps its path, its body and its parser; the address and the key change.
# Tavily, before and after
curl -X POST https://api.tavily.com/search \
-H "Authorization: Bearer $TAVILY_API_KEY" -H "Content-Type: application/json" \
-d '{"query": "Who founded Mistral AI and when?", "max_results": 5}'
curl -X POST https://api.specstream.ai/tavily/search \
-H "Authorization: Bearer $SPECSTREAM_API_KEY" -H "Content-Type: application/json" \
-d '{"query": "Who founded Mistral AI and when?", "max_results": 5}'
# Firecrawl, before and after
curl -X POST https://api.firecrawl.dev/v2/scrape \
-H "Authorization: Bearer $FIRECRAWL_API_KEY" -H "Content-Type: application/json" \
-d '{"url": "https://example.com/pricing"}'
curl -X POST https://api.specstream.ai/firecrawl/v2/scrape \
-H "Authorization: Bearer $SPECSTREAM_API_KEY" -H "Content-Type: application/json" \
-d '{"url": "https://example.com/pricing"}'A search of up to 10 results is $0.005 on either route, and a page read is $0.0008.
What stays the same
On /tavily, query, max_results, include_domains, exclude_domains, time_range and topic are read, and search_depth is accepted at the same price. The reply has query, answer, results[] with title, url, content, score and raw_content, response_time and request_id; favicon and images are not returned. POST /tavily/extract answers with results[] and failed_results[]. Every parameter is in the Tavily migration guide.
On /firecrawl, a search returns success: true and data.web[] with url, title, description and position, and a scrape returns data.markdown and data.metadata; data.html and data.rawHtml are not returned on a scrape. Every parameter is in the Firecrawl migration guide.
Two prices, from one balance
On Tavily pay as you go, 1,000 basic searches cost $8 and 1,000 advanced searches $16, and requests stop when the month's credits run out. Firecrawl sells credits by the month, from $19 for 5,000 to $749 for 1,000,000. SpecStream charges $5 per 1,000 searches of up to 10 results and $0.80 per 1,000 pages, from a balance that never expires. A page with no text is not charged, and a busy call gets a 429 with Retry-After and charges nothing.
The most accurate web search API, in about one second
The SpecStream Search API 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. The Extract API that answers each scrape and extract scores 0.908 F1 on WCXB. Every score and its method is on the benchmarks page.
Both search routes run the fast search unless the call asks for page text, the answer or more than ten results. On November 9, 2026 production took 1 to 20 fast searches a second and answered 718 of 720: the median was 0.82 s at 1 search a second and 1.07 s at 20 a second, and the 95th percentile stayed between 1.09 and 1.73 s. There is no limit per key and no daily limit.
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: it is not in the history, its answer is not reused for another call, and its log lines carry neither. 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}'Search, pages and rows on one key
The same key calls GET /v1/web-search, which returns up to 100 results for one search, reads up to 20 pages or documents a call with the Extract API, and runs Deep Search, which returns every match for a request in plain words as structured rows at 5¢, 15¢ or $1 a row. Save a request and it reruns hourly to yearly, with each row labeled changed, unchanged or no longer matching.
Other search and page APIs for an agent
SpecStream
The live web data engine for teams and agents. Search at $5 per 1,000 and pages at $0.80 per 1,000, on its own API or on the Tavily, Firecrawl, Brave, Exa and Jina routes, and every match as structured rows at 5¢, 15¢ or $1 a row.
Brave Search API
$5 per 1,000 requests with $5 in free credits a month, from Brave's own index. SpecStream answers Brave's GET /res/v1/web/search at https://api.specstream.ai. Brave Search API vs Tavily.
Exa
Search from $4 per 1,000 requests and contents at $1 per 1,000 pages per content type. SpecStream answers Exa's search and contents at https://api.specstream.ai/exa, pages at $0.80 per 1,000.
Jina Reader
Reads one URL into text and charges tokens by content length, with no dollar rate on its Reader page. SpecStream answers its call at https://api.specstream.ai/jina for $0.0008 a page. Firecrawl vs Jina Reader.
How SpecStream scores
The same numbers as the benchmarks page, from the official tasks and scorers.
How to move Tavily and Firecrawl 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 2,000 searches.
2. Point the Tavily calls at https://api.specstream.ai/tavily and send the SpecStream key as the Bearer token.
import os, requests
KEY = os.environ["SPECSTREAM_API_KEY"]
reply = requests.post(
"https://api.specstream.ai/tavily/search", # was https://api.tavily.com/search
headers={"Authorization": f"Bearer {KEY}"},
json={"query": "Who founded Mistral AI and when?", "max_results": 5},
).json()
for result in reply["results"]:
print(result["title"], result["url"], result["score"])3. Point the Firecrawl calls at https://api.specstream.ai/firecrawl, with the same key.
const page = await fetch("https://api.specstream.ai/firecrawl/v2/scrape", { // was https://api.firecrawl.dev/v2/scrape
method: "POST",
headers: {
Authorization: `Bearer ${process.env.SPECSTREAM_API_KEY}`,
"Content-Type": "application/json",
},
body: JSON.stringify({ url: "https://example.com/pricing" }),
}).then((r) => r.json());
console.log(page.data.metadata.title, page.data.markdown.slice(0, 200));4. Leave the rest. A search of up to 10 results is billed at $0.005 and a page at $0.0008, and the reply's specstream field carries the call's price.
Frequently asked questions
Something we didn't answer? Talk to a human
Is Tavily better than Firecrawl?
Tavily vs Firecrawl pricing: what does each cost?
Can I use both Tavily and Firecrawl?
https://api.specstream.ai/tavily and Firecrawl calls to https://api.specstream.ai/firecrawl, each in its own JSON, from one balance.Which is better for an AI agent's search?
Does the Tavily Python SDK work with SpecStream?
TavilyClient(api_key=<key>, api_base_url="https://api.specstream.ai/tavily"), and tavily-python 0.8.5 extract() works unchanged on the same address. Firecrawl's Python SDK works with api_url="https://api.specstream.ai".What happens to a page that returns no text?
Is there a free tier?
Sources
SpecStream wrote this page. Each figure for Tavily, Firecrawl and the other tools comes from that company's own page.
- SpecStream pricingspecstream.ai/pricing, read Nov 10, 2026
- SpecStream for agentsspecstream.ai/agents.md, read Nov 10, 2026
- SpecStream benchmarksspecstream.ai/benchmarks, read Nov 10, 2026
- Tavily API creditsdocs.tavily.com/documentation/api-credits.md, read Nov 10, 2026
- Tavily pricingtavily.com/pricing, read Nov 10, 2026
- Tavily search referencedocs.tavily.com/documentation/api-reference/endpoint/search.md, read Nov 10, 2026
- Tavily extract referencedocs.tavily.com/documentation/api-reference/endpoint/extract.md, read Nov 10, 2026
- Firecrawl pricingfirecrawl.dev/pricing, read Nov 10, 2026
- Firecrawl billingdocs.firecrawl.dev/billing.md, read Nov 10, 2026
- Brave Search APIbrave.com/search/api/, read Nov 10, 2026
- Exa pricingexa.ai/docs/admin/pricing.md, read Nov 10, 2026
- Jina Readerjina.ai/reader, read Nov 10, 2026




