v1.5.0Introducing Hybrid Ranking and Shared SerpCache (2ms). Explore E2E Benchmark Results
Ristria
TRANSPARENT UNIT ECONOMICS

Predictable Credit Pricing. Zero 2x Penalties.

Tavily bills advanced search at 2 credits and Firecrawl bills 2 credits per 10 search results (public list prices, verified 2026-10-14). Ristria includes BM25 passage extraction and hybrid ranking for 1 flat credit.

Free Sandbox

$0/ month

2.5x the free allowance of Tavily (1,000) and Firecrawl (1,000). No card required.

Allowance2,500 credits / mo
Effective Rate$0.00 / 1k
Rate Limit2 req/sec
  • All 12 MCP tools & REST endpoints
  • 1 credit = 1 search with BM25 highlights
  • Native PDF & /llms.txt extraction

Starter

$19/ month

5x more credits and 10x more searches than Firecrawl Hobby at the exact same $19 price.

Allowance25,000 credits / mo
Effective Rate$0.76 / 1k
Rate Limit15 req/sec
  • 25,000 monthly credits included
  • Shared L1/L2 SerpCache (<5ms hits)
  • Hybrid ranking + token budget packing
  • Auto top-up at $1.00 / 1,000 extra credits

Team

MOST POPULAR
$49/ month

Same 100,000 credits as Firecrawl Standard ($99/mo) at half the price, and 14x cheaper than Exa.

Allowance100,000 credits / mo
Effective Rate$0.49 / 1k
Rate Limit50 req/sec
  • 100,000 monthly credits included
  • Multi-provider web & news fast-path
  • Headless rendering for JS SPAs
  • Auto top-up at $0.65 / 1,000 extra credits

Scale

$149/ month

Built for high-concurrency agent fleets and production RAG pipelines.

Allowance400,000 credits / mo
Effective Rate$0.37 / 1k
Rate Limit100 req/sec
  • 400,000 monthly credits included
  • 100 req/sec burst concurrency
  • Dedicated capacity & priority SLA
  • Auto top-up at $0.45 / 1,000 extra credits
INTERACTIVE WORKLOAD COST CALCULATOR

Compare Real Monthly Spend Against Tavily, Exa & Firecrawl

Estimates use each vendor's public list prices, verified on 2026-10-14. Actual bills depend on plan, discounts and usage; check the vendors' pricing pages for current rates.

25,000
5,000
500
RESEARCH DEPTH
ESTIMATED MONTHLY BILLING
PROVIDERPLAN / RATECREDITS BILLEDMONTHLY TOTAL
RistriaTeam Plan31,500$49.00
Tavily$0.008/cr PAYG (2x advanced)53,000$424.00
Exa AI$7/1k search + $12/1k deepUsage-based$186.00
FirecrawlStandard Plan (2 cr/search)58,000$99.00
CREDIT CONSUMPTION PER ENDPOINT

How Credits Work Across Endpoints

Competitor columns reflect public pricing documentation as of 2026-10-14.

ENDPOINT / MCP TOOLMODE / SETTINGRISTRIA COSTTAVILYFIRECRAWL
POST /v1/search (or growth_search_cascade)basic OR advanced with BM25 highlights1 credit1–2 credits (2x on advanced)2 credits per 10 results
POST /v1/extract (HTML, /llms.txt, PDF)Single URL, including serverless PDF1 credit1–2 credits per 5 URLs1 credit per page
POST /v1/map (or growth_map)/robots.txt + <sitemapindex> + link discovery1 credit (up to 50 URLs)1–2 credits per 10 URLs1 credit
POST /v1/similar (or growth_find_similar)Seed profile + entity overlap + embeddings1 creditNot supportedNot supported
growth_research (2-Hop Adaptive)mini (3 queries) / pro (5 queries + 4 extracts)3 credits (mini) / 5 credits (pro)4 to 250 credits per callDynamic agent pricing