Apify vs Firecrawl vs Browse.ai: Which Should You Use?

For solo founders in 2026, Apify wins if you need the widest library of pre-built scrapers and automation 'Actors,' Firecrawl wins if you're feeding an LLM or AI agent clean markdown/JSON from the web, and Browse.ai wins if you want no-code point-and-click scrapers with zero setup time.

Verified · updated for 2026
BEST FOR BREADTH & AI AGENTS

Apify

A massive marketplace of ready-made scrapers ('Actors') plus a hosted MCP server, priced on prepaid compute credits that start at $0.

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BEST FOR LLM / RAG PIPELINES

Firecrawl

A developer-first scraping API built specifically to turn websites into clean markdown or structured JSON for LLMs, with a simple credit-per-page model.

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BEST FOR NO-CODE SIMPLICITY

Browse.ai

A point-and-click robot builder for non-developers that extracts and monitors website data without writing scraper code.

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Apify

Apify's real strength for a solo founder is not having to build a scraper at all — you can often find an existing Actor for Google Maps, Instagram, Amazon, or LinkedIn and just pay per result. The tradeoff is that its Free and Starter plans ($0 and roughly $19–29/month) only include a small prepaid credit pool, and compute, proxy, and storage fees bill separately once you exceed it, so costs can surprise you at scale. If you want an agent-ready data layer with minimal custom code and don't mind usage-based billing, Apify is the strongest all-rounder of the three.

Firecrawl

Firecrawl is purpose-built for the exact job most solo AI founders actually have: pulling web pages into a format an LLM can consume, via /scrape, /crawl, and /search endpoints. Pricing is refreshingly simple compared to Apify — Free gives 1,000 credits/month, Hobby runs about $16–19/month for 5,000 credits, and Standard around $83–99/month for 100,000 credits, with 1 credit typically equal to 1 scraped page. If your product is an AI agent or RAG app that needs fast, structured web content rather than niche pre-built scrapers, Firecrawl is the leaner, more predictable choice.

Browse.ai

Browse.ai is the right fit when you are not a developer and just want to click on the data you want on a page and have it extracted or monitored on a schedule, with self-healing robots that adapt when a site's layout changes. Its free plan gives 50 credits/month, and paid plans run roughly $19–48/month (Personal) up to $87–99/month (Professional) and $500/month (Premium), billed on a credit system where one credit covers about 10 extracted rows. It's less flexible than Apify or Firecrawl for custom or large-scale pipelines, but for a non-technical solo founder automating a handful of recurring lead or competitor-monitoring tasks, it's the fastest path to a working scraper.

How we'd actually decide

  • You need an AI agent or RAG app fed with clean markdown from arbitrary URLs: use Firecrawl.
  • You want a pre-built scraper for a popular site (Maps, Instagram, Amazon) without writing any code: use Apify.
  • You're not a developer and just want to click on page elements to extract or monitor data: use Browse.ai.
  • You're building a production pipeline with unpredictable, high-volume scraping needs and want the biggest tool ecosystem: use Apify.

Pricing and plan details for Apify, Firecrawl, and Browse.ai were cross-checked against multiple independently published sources referencing each vendor's official pricing page as of October 2026. Affiliate relationships for this category are in progress — check back for direct links, or search each tool's name directly in the meantime.

Frequently asked questions

Which is cheapest for a solo founder just starting out?

All three have usable free tiers. Firecrawl's free plan gives 1,000 credits/month (roughly 1,000 pages), Apify gives $5 of monthly platform credit, and Browse.ai gives 50 credits/month. For light, occasional use, Firecrawl's free tier covers the most raw page volume.

Can Apify, Firecrawl, or Browse.ai feed data directly into an LLM or AI agent?

Firecrawl is purpose-built for this, converting pages into markdown or JSON for LLMs. Apify also supports AI workflows via a hosted MCP server at mcp.apify.com. Browse.ai focuses on structured row/table extraction and is less suited to raw LLM ingestion.

Do I need to know how to code to use these tools?

Browse.ai requires no coding — you build 'robots' by clicking on page elements. Apify offers both no-code Actors from its marketplace and full code access for custom scrapers. Firecrawl is API-first and assumes you're calling it from code or a no-code integration tool.

Which tool scales best if my data needs grow quickly?

Apify and Firecrawl both scale into high-volume paid tiers (Apify's Business plan at $999/month, Firecrawl's Scale plan around $599–749/month) with usage-based overage. Browse.ai's top Premium tier costs $500/month but is credit-based and generally better suited to moderate, scheduled monitoring than massive one-off crawls.

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