Getting real web data into your LLM app, not just a chat box

The moment you build something more than a wrapper around a chat interface — an agent that needs current information, a RAG pipeline over a set of websites, a research tool — you hit the same wall: raw HTML is a mess, and LLMs work far better on clean text. This category exists to solve exactly that conversion, and the three tools here take genuinely different approaches to it.

Firecrawl — best if LLM consumption is the whole point

Firecrawl's entire design center is producing clean, LLM-ready markdown from web pages — it handles the JavaScript-rendering, boilerplate-stripping, and formatting work so what lands in your prompt is genuinely usable content, not navigation menus and ad scaffolding. For a RAG pipeline or an agent that needs to read web pages as part of its reasoning loop, this is the most purpose-built option of the three. It's less suited to large-scale structured data extraction across thousands of pages with custom logic — that's Apify's territory.

Apify — best once you need real scale or custom scraper logic

Apify is a full scraping platform with a marketplace of thousands of pre-built scrapers (specific sites, specific data types) plus the infrastructure to run custom scraping logic at real scale — proxies, scheduling, structured output. If your data need goes beyond "clean text for an LLM prompt" into "structured records from a specific site at volume," Apify's depth is worth the more involved setup compared to Firecrawl's simpler API.

Jina AI Reader — best for trying the pattern before committing to anything

Jina AI Reader's core trick is almost absurdly simple: prefix any URL with r.jina.ai/ and get back clean, LLM-ready markdown — no account required to try it, no SDK to install. For a founder who wants to prototype whether this whole "fetch and clean web content for an LLM" pattern actually solves their problem before picking a tool to commit to, this is the fastest possible way to find out.

How we'd actually decide

• Building a RAG pipeline or agent that needs to read web pages as content: Firecrawl.
• Need structured data extraction at real scale, or a specific site's pre-built scraper: Apify.
• Just want to test whether this pattern solves your problem, zero setup: Jina AI Reader.

Affiliate relationships for this category are in progress — check back for direct links, or search each tool's name directly in the meantime.