SerpApi publishes benchmark comparing markdown search results across four extraction APIs
SerpApi ran three identical queries through SerpApi, Tavily, Exa, and Firecrawl and compared markdown output location, token cost, and downstream model answer quality.
Briefing
- SerpApi: SerpApi ran three identical queries through SerpApi, Tavily, Exa, and Firecrawl and compared markdown output location, token cost, and downstream model answer quality.
Why it matters
As LLM agents increasingly rely on markdown-formatted web content for grounding, the cost and structure of that markdown directly affect both latency and inference expense. This benchmark gives practitioners a rare apples-to-apples look at how four competing APIs differ on dimensions that matter for production agent pipelines, not just raw retrieval speed.
Sources
- Primary source · SerpApi · 2026-10-01 — Comparing Markdown Search Results: SerpApi vs. Exa, Tavily, and Firecrawl
Watch next
Will any of the benchmarked vendors publish a reproducible test harness so others can verify the results on their own queries?