GTM Tech Stack
Best ofGTMUpdated Oct 26, 2026

Best AI web scrapers · Firecrawl for clean page text, Bright Data for sites that block scrapers

Scraping means a program reads a web page and saves the data. An AI web scraper turns that data into page text or named fields ready for an AI model.

Notes from GTM teamsWritten by people who run outboundWe use the tools we recommend.

our pick for you

Our pick

Pick Firecrawl if you are a developer or a GTM engineer, someone who builds a sales team’s tools and data flows. Firecrawl turns pages into clean text or JSON, data broken into named fields, for an AI agent, software that reads pages and acts on them. Firecrawl is an API, a way for your code to ask a service for data. Its Free plan has 1,000 credits a month, and one credit buys one plain page. Hobby costs $19 a month billed monthly, or $16 a month billed yearly. Standard costs $99 a month billed monthly, or $83 a month billed yearly, for 100,000 credits. Pick Bright Data if your target sites block scrapers. Bright Data is a set of web data tools for sites that block scrapers, and Scale costs $499 a month billed monthly. Pick Apify if you want ready-made scrapers, called actors, for named sites such as Google Maps. Pick Crawl4AI if you want to self-host an open-source crawler for free. It also sells Crawl4AI Cloud, a hosted version with a free plan of 1,000 credits a month.

  • Firecrawl Free has 1,000 credits a month, and one credit is one plain page.
  • Firecrawl Hobby is $19 a month billed monthly, or $16 a month billed yearly.
  • Firecrawl Standard is $99 a month billed monthly, or $83 a month billed yearly, for 100,000 credits.
  • Bright Data Scale is $499 a month billed monthly.
  • Crawl4AI is free to self-host. Price your Apify actor before you run it.

Ranked picks

  1. #1
    Firecrawltop pick

    Best for: Developers or GTM engineers who want an API that turns open web pages into clean text or JSON for an AI agent, on a plan with a plain monthly price.

    From $16 a month yearly.Search APIs
    • Free plan has 1,000 credits a month to test real pages before you pay.
    • One credit buys one plain page, so the price per page is simple to work out.
    • Hobby and Standard each come billed monthly or billed yearly.
    Go to the websiteRead our review
  2. #2
    Bright Data

    Best for: Teams whose target sites block scrapers.

    5,000 free results a month…Search APIs
    • Built for a job, sites that block scrapers, that a plan built for open pages does not cover.
    Go to the websiteRead our review
  3. #3
    Apify

    Best for: Teams that want ready-made scrapers for named sites such as Google Maps.

    Starter is $19 a month.Lead data
    • Ready-made actors for named sites, so you do not build a custom scraper for common targets.
    Read our review
  4. #4
    Crawl4AI

    Best for: Teams that want to self-host an open-source crawler for free.

    Credit / waterfallSearch APIs
    • Free to run yourself under the Apache-2.0 open-source license.
    Read our review

Compare

ToolPrice bandBest forDealbreaker
#1 FirecrawlFrom $16 a month yearly.Developers or GTM engineers who want an API that turns open web pages into clean text or JSON for an AI agent, on a plan with a plain monthly price.Skip it if you only need a list of Google titles and links.
#2 Bright Data5,000 free results a month…Teams whose target sites block scrapers.Costs more to start than a credit-based plan: Scale is $499 a month against Firecrawl…
#3 ApifyStarter is $19 a month.Teams that want ready-made scrapers for named sites such as Google Maps.Skip it if you only need names and phone numbers at the lowest price.
#4 Crawl4AICredit / waterfallTeams that want to self-host an open-source crawler for free.Crawl4AI Cloud, the hosted version, starts at $10 a month billed monthly.
MethodHow we scored these tools▾

Prices come from each vendor’s published plans in the sources below. Firecrawl lists Hobby and Standard both billed monthly and billed yearly. Bright Data lists one monthly price for Scale. Crawl4AI is free to self-host. Price your Apify actor before you run it.

Who it's for

buy if

  • You are feeding web pages into an AI agent and want clean text or JSON back.
  • You are building a list and need a large batch of pages read in one pass.
  • You want a plain monthly price before you commit to a scraping tool.

skip if

  • Skip a move if your target pages do not block bots and a free plan already covers your volume.
  • Skip Crawl4AI if you don’t want to run your own servers. Crawl4AI Cloud, the hosted version, starts at $10 a month billed monthly.

The short answer

Pick Firecrawl to turn open web pages into clean text or JSON for an AI agent. Standard covers 100,000 plain pages for $99 a month billed monthly, or $83 a month billed yearly.

Pick Bright Data if your target sites block scrapers. Bright Data is a set of web data tools for sites that block scrapers, and Scale costs $499 a month billed monthly.

Pick Apify if you want ready-made scrapers, called actors, for named sites such as Google Maps.

Pick Crawl4AI if you want to self-host an open-source crawler for free.

What 100,000 pages cost a month on Firecrawl

The math: 100,000 plain pages a month need 100,000 × 1 credit = 100,000 credits. That is the full Standard plan at $99 a month billed monthly, or $83 a month billed yearly.

Bright Data Scale costs $499 a month billed monthly for sites that block scrapers. Price your own target sites on Scale before you switch.

For open pages that do not block bots, start with Firecrawl Standard at $99 a month billed monthly. Bright Data Scale is $499 a month and fits pages that block scrapers.

When Bright Data fits better

Bright Data is a set of web data tools for sites that block scrapers. Scale costs $499 a month billed monthly.

Pick Bright Data over a credit-based plan when your target pages block scrapers outright, since a plan built for open pages may not cover that job.

Price your own target sites on both tools before you commit.

Ready-made actors or a self-hosted crawler

Apify is a marketplace of ready-made data collectors called actors. An actor is a small program that collects data from one site, like Google Maps. Check the price of the actor you need before you run it.

Crawl4AI is a free open-source library you can self-host, which means you run it on your own servers, under the Apache-2.0 license. Crawl4AI also sells Crawl4AI Cloud, a hosted version. Free gives 1,000 credits a month. Paid plans start at $10 a month billed monthly, or $100 a year billed yearly, for 10,000 credits a month.

Pick Apify if your job matches a named site it already covers. Pick Crawl4AI if you want to run the crawler yourself at no license cost.

Common questions

What is the best AI web scraper?▾

Firecrawl, if you want open pages turned into clean text or JSON for an AI agent. Standard covers 100,000 pages for $99 a month billed monthly, or $83 a month billed yearly.

How much does Firecrawl cost?▾

Free has 1,000 credits a month, and one credit is one plain page. Hobby costs $19 a month billed monthly, or $16 a month billed yearly. Standard costs $99 a month billed monthly, or $83 a month billed yearly, for 100,000 credits.

Is Bright Data cheaper than Firecrawl?▾

Not at entry level. Firecrawl Standard is $99 a month billed monthly for 100,000 credits, and Bright Data Scale is $499 a month billed monthly. Bright Data fits sites that block scrapers.

Can I run an AI web scraper for free?▾

Firecrawl Free has 1,000 credits a month, where one credit is one plain page. Crawl4AI is a free open-source library you can self-host at no license cost.

Sources3 references▾

what to do next

What to do next

List your next batch of target pages. Mark each one plain text or blocked by bots, and flag any that need a ready-made actor instead. If the bigger pile is plain text, start with Firecrawl’s Free plan. Test real pages before you pick a paid tier. Try Firecrawl

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