Best web-data tools for RAG and LLM ingestion

Feeding a retrieval-augmented app means turning many URLs into clean text, and often searching the live web at query time. The cost drivers are page volume, whether pages need JavaScript rendering, and whether extraction is priced per page, per token or per credit.

Prices checked 2026-10-16. Prices only: we have not benchmarked success rate, speed or output quality, so treat this as a cost shortlist, not a verdict.

What this workload needs

Clean markdown or text rather than raw HTML, ideally with link and metadata preserved.
A way to crawl a whole docs site (map the URLs, then fetch each) as well as single pages.
Fresh answers at query time: a search API that returns page content or snippets suited to an LLM.
A predictable bill: per page (Firecrawl, Tavily extract credits), per output token (Jina Reader) or self-hosted (Crawl4AI, where you pay your own infrastructure).

Cost shortlist

Firecrawl: about $83.00/month at 100,000 requests (Standard, annual billing). Tends to fit: RAG ingestion of whole sites. Watch-out: Credits are shared across endpoints, so JSON-format extraction (+4 credits) can quintuple the per-page cost. MCP: Yes.
Exa: about $100/month at 100,000 requests (Contents (per content type)). Tends to fit: Semantic/neural search for agents and coding assistants. Watch-out: Contents and summaries bill separately from search. MCP: Yes.
Tavily: about $160/month at 100,000 requests (Pay as you go). Tends to fit: RAG and agent web search with citations/answers. Watch-out: Advanced search is 2 credits, so effective price doubles. MCP: Yes.

The shortlist is the four lowest published-price estimates at 100,000 requests a month for url to llm-ready content. It is rule-based (cheapest first) and not influenced by affiliate status.

URL to LLM-ready content: estimated monthly cost at example volumes

URL to LLM-ready content: vendors with the lowest published-price estimates (published rows only; shown vendors appear among the five cheapest at one or more volumes)
Vendor	10,000 / month	100,000 / month	1,000,000 / month
Firecrawl	$83.00 Standard (annual billing)	$83.00 Standard (annual billing)	not enough data
Exa	$10.00 Contents (per content type)	$100 Contents (per content type)	$1,000 Contents (per content type)
Tavily	$16.00 Pay as you go	$160 Pay as you go	$1,600 Pay as you go

Partial or estimated, not ranked: Jina Reader (assumption-based estimate; see its page).

No usable published price for this request type: Apify, Bright Data, Oxylabs, ScraperAPI, ZenRows, Browserbase, Scrapfly, SerpApi, Zyte, Crawl4AI, ScrapingBee, Brave Search API, Hyperbrowser, Steel. They are not ranked rather than guessed.

JavaScript-rendered page: estimated monthly cost at example volumes

JavaScript-rendered page: vendors with the lowest published-price estimates (published rows only; shown vendors appear among the five cheapest at one or more volumes)
Vendor	10,000 / month	100,000 / month	1,000,000 / month
Crawl4AI	$10.00 Cloud Starter	$99.00 Cloud Builder	not enough data
ScrapingBee	$19.00 Hobby	$99.00 Startup	not enough data
Scrapfly	$30.00 Discovery	$100 Pro	$500 Enterprise
Zyte	$10.10 Pay as you go - Tier 1 rendered	$100 $100/mo commitment - Tier 1 rendered	$500 $500/mo commitment - Tier 1 rendered
ZenRows	$58.00 Launch (annual billing)	$166 Growth (annual billing)	$458 Scale (annual billing)
Oxylabs	$30.00 Starter - custom domain JS	$500 Flexible - custom domain JS	not enough data

No usable published price for this request type: Firecrawl, Apify, Bright Data, ScraperAPI, Browserbase, Tavily, Exa, SerpApi, Jina Reader, Brave Search API, Hyperbrowser, Steel. They are not ranked rather than guessed.

AI/agent search query: estimated monthly cost at example volumes

AI/agent search query: vendors with the lowest published-price estimates (published rows only; shown vendors appear among the five cheapest at one or more volumes)
Vendor	10,000 / month	100,000 / month	1,000,000 / month
Browserbase	$29.00 Parallel Fast	$119 Parallel Fast	$1,019 Parallel Fast
Exa	$40.00 Instant search	$400 Instant search	$4,000 Instant search
Brave Search API	$50.00 Search	$500 Search	$5,000 Search
Hyperbrowser	$50.00 All plans	$500 All plans	$5,000 All plans
Tavily	$80.00 Pay as you go	$500 Growth	$8,000 Pay as you go

Partial or estimated, not ranked: Jina Reader (lower bound; see its page).

No usable published price for this request type: Firecrawl, Apify, Bright Data, Oxylabs, ScraperAPI, ZenRows, Scrapfly, SerpApi, Zyte, Crawl4AI, ScrapingBee, Steel. They are not ranked rather than guessed.

Open the calculator with your own volume to compare all vendors side by side.

How to choose

If you ingest a fixed corpus once, compare the one-off page count, not the monthly rate: pay-as-you-go or a single month of a plan may be cheapest.
If you re-crawl on a schedule, multiply pages by crawl frequency. 5,000 pages re-crawled weekly is about 21,500 requests a month.
Measure tokens per page before trusting any per-token estimate: Jina Reader's figure here assumes 2,000 tokens per page.
For query-time retrieval, use a search API (Tavily, Exa, Brave) rather than a scraper; they are priced per search, not per page.

Read before deciding. Estimates use each vendor's published plans; component-only, lower-bound and assumption rows are flagged and not ranked with fully published prices. Free tiers are not subtracted. Confirm on the vendor's pricing page. See methodology.

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FetchIndex has an affiliate relationship with Firecrawl; it does not change prices, rankings or caveats (disclosure). This page contains no affiliate links.