✦ CLEAN MARKDOWN VS RAW HTML TOKEN BURN 2026
AI Web Scraping
Credit & Token Burn Calculator
Simulate the 85% token cost reduction of passing clean markdown instead of raw HTML to LLMs. Compare Firecrawl, ScrapingBee, and Tavily search.
6 providers: Firecrawl, ScrapingBee, Bright Data, Tavily, Apify, Jina AI
Raw HTML vs LLM markdown token cost breakdown
JS rendering + anti-bot bypass credit multipliers
Scraping Pipeline Configuration
40%
SPA/React pages, infinite scroll, lazy-loaded content
20%
Cloudflare, DataDome, PerimeterX protected sites (5–25x credit multiplier)
Monthly Token Estimate
Total tokens/month
350M tok
LLM ingestion cost alone
$875/mo
Firecrawl + LLM Total Monthly Cost
$1,115 / mo
Scraping API: $240 · LLM Ingestion: $875
Scraping API Comparison (100k pages)
Firecrawl
Clean markdown · AI-optimized · 1–10 credits/page
$240 / mo
Best LLM token savings
ScrapingBee
5x credits JS · 25x stealth · Raw HTML
$410 / mo
Higher credit burn on JS pages
Bright Data Scraping Browser
$8.4/GB residential proxy · Enterprise scale
$380 / mo
Best for 1M+ pages/mo
Tavily Search + Extract
$0.004/req · Neural snippets · No JS rendering
$400 / mo
Best for search-focused RAG
Jina AI Reader API
$0.02/1k tokens output · Markdown extraction
$70 / mo
Cheapest for markdown extraction
The Hidden LLM Token Cost Multiplier
At GPT-4o + raw HTML: 100k pages × 20,000 tokens × $2.50/1M = $5,000/month in LLM costs alone. Switching to clean markdown (3,500 tokens/page) reduces this to $875/month saving $4,125/month just by using Firecrawl's markdown output instead of a raw HTML proxy.
Provider Profiles
AI Scraping API Providers Compared (2026)
| Provider | Base Price/Page | JS Render Multiplier | Anti-Bot Multiplier | Output Format | Free Tier |
|---|---|---|---|---|---|
| Firecrawl | $0.0020 / page | 5x ($0.010) | 10x ($0.020) | LLM markdown ✓ | 500 credits/mo |
| ScrapingBee | $0.0015 / req | 5x ($0.0075) | 25x ($0.0375) | Raw HTML | 1,000 credits trial |
| Bright Data Scraping Browser | $0.0013/page* | Included | Included | Raw HTML / DOM | None (Enterprise) |
| Tavily Search + Extract | $0.004 / search | N/A (not proxy) | N/A | AI summaries / snippets | 1,000 req/mo |
| Jina AI Reader API | $0.02 / 1k tokens | Varies by page | No bypass | LLM markdown ✓ | 1M tokens/day |
| Apify Web Scraper | $0.004 / page | Included | Partial | JSON / HTML | $5 credit/mo |
| Self-hosted Puppeteer (EC2) | ~$0.00006/page | Native | None (DIY) | Raw HTML | N/A fixed $122/mo |
* Bright Data Scraping Browser estimated at $8.4/GB residential proxy rate with 150KB average page size. Actual cost varies by target site complexity.
FAQ
AI Web Scraping Costs Common Questions
How much does Firecrawl cost per page?
Firecrawl charges 1 credit per basic page on the Hobby plan at $16/month for 3,000 credits ($0.0053/credit) or Standard plan at $83/month for 100,000 credits ($0.00083/credit). JavaScript-rendered pages use 5 credits, and stealth anti-bot bypass uses 10 credits. At Standard plan pricing: basic page = $0.00083, JS page = $0.0042, stealth page = $0.0083. Firecrawl's key advantage is outputting clean LLM-ready markdown that dramatically reduces downstream token costs.
How much does raw HTML vs LLM markdown save in token costs?
Dramatically. A typical webpage as raw HTML contains 15,000–25,000 tokens (including tags, navigation, scripts, CSS inlined). Clean LLM markdown of the same page is 3,000–5,000 tokens a 5–7x token reduction. At GPT-4o's $2.50/1M tokens, processing 100,000 pages of raw HTML (20,000 avg tokens) = $5,000/month in LLM fees. The same pages as clean markdown (3,500 avg tokens) = $875/month. That's $4,125/month in LLM savings from choosing Firecrawl over a raw HTML proxy.
What is the cheapest way to scrape JavaScript-rendered pages?
At scale (>200k pages/month), self-hosted Puppeteer/Playwright on EC2 is the cheapest option at ~$0.00006/page (EC2 c5.xlarge at $122/month handles ~2M simple renders/month). At smaller volumes (under 200k/month), Firecrawl at $0.0042/JS page or Bright Data Scraping Browser at ~$0.0013/page are better choices due to zero DevOps overhead. For anti-bot protected sites specifically, Bright Data's Scraping Browser with real residential proxies offers the best success rate.
Is Jina AI Reader API free?
Jina AI Reader (r.jina.ai) offers a generous free tier of 1 million tokens per day (~285 pages/day at 3,500 tokens/page). The paid tier costs $0.02 per 1,000 output tokens. For low-to-medium volume RAG pipelines (under 10,000 pages/month), Jina Reader is often the most cost-effective option. However, Jina does not support JavaScript rendering or anti-bot bypass it relies on fetching the page's static HTML and converting it to markdown.
When should I use Tavily instead of Firecrawl?
Use Tavily when your RAG pipeline is search-query driven rather than URL-driven. Tavily is a search engine + content extraction API you pass a query ("AI chip shortage 2025") and get back clean AI-summarized snippets from the top 5 search results. This costs $0.004/search with no additional LLM ingestion needed. Use Firecrawl when you have specific URLs you need to scrape in full such as competitor price monitoring, documentation indexing, or site-wide crawling.