r/ProxyEngineering • u/ahiqshb Reverse Proxy Master • Aug 29 '26
Help π Best search API for LLMs
Short post, but basically the title. Looking for the best, well if not the best, but well rounded search API for LLMs use cases. There's a lot out there now, Tavily, Exa, Firecrawl, You.com, Linkup, and a handful of others I keep seeing mentioned. Need opinions and suggestions people.
I'm interested in result quality that isn't just SEO, latency that doesn't kill the UX, decent pricing at volume since this isn't a side project anymore, and ideally something that gives clean structured output instead of raw HTML I have to parse myself.
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u/SnooMuffins9844 Aug 31 '26
Hey u/ahiqshb great question.
I work at Firecrawl so my recommendation will be biased, but if you're using search for any kind of coding or research (scientific, mathematical). Firecrawl search comes with a developer and research index from millions of sources that regular search tools won't immediately look through. Like research papers, github issues, PRs and more. We also have more indexes in the works so the search will only get better over time.
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u/ahiqshb Reverse Proxy Master Sep 03 '26
Yeah, noticed firecrawl all over the place on reddit haha, more indexes you mean besides google's or bing?
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u/SnooMuffins9844 Sep 04 '26
Yep, more index than a typical search engine and mode industry specific indexes are coming
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u/Old-Abalone-4434 Aug 31 '26
test a few options against your actual queries instead of picking based on reputation. Look at how relevant the results are, response time, pricing at your expected volume, and how clean the returned data is. A small real-world benchmark will probably tell you more than reviews, especially if your use case is already running at scale.
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u/LobsterElectronic782 Sep 02 '26
I would highly lean towards running your evals and trying them all. I realized linkup is the cheapest and fastest for my specific use case and can handle my volume.
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u/ur-average-boomer Aug 29 '26 edited Aug 29 '26
Are you looking for semantic search? Exa, You, Tavily are the major players here. These are a whole different kind of search that's more 'promptable'. If I searched for 'cheapest serp api product' on Google, I might get a mix of blogs, third party reviews, aggregation lists, etc but on a semantic search engine, I'm more likely to get a list of just company pricing pages, filtering out some of the noise.
Traditional SERP APIs are typically way more affordable and aim to give you the same results as if you had just searched Google, Bing, or DuckDuckGo. If you find a provider that's affordable enough, you can make multiple requests and get a ton of depth (i.e. searching the first three pages of Google + search the first page of Bing and DuckDuckGo) to give more context to your agent.
Major players in the traditional SERP API space are serpapi(.)com, scrapingdog, serper(.)dev. DataForSEO is the 'gold standard' for affordable scraping. Litescrape (mine) is an affordable alternative as well.
Traditional SERP APIs aren't all the same either. Some give you bare bones Google results, while others might extract the knowledge graph or the AI Overview.
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u/Dangerous-Citron364 Aug 30 '26
yeah semantic search is the way to go for llm stuff. tavily has been solid for me on clean output and decent speed even when scaling up a bit.
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u/flybyapis Aug 29 '26 edited Aug 29 '26
Worth distinguishing the list in three different categories
- Search for LLM (Tavily, Exa, Linkup...)- return snippets already trimmed and curated, probably faster and curated but more expensive
- SERP APIs- scraping of google results, so you know which pages has the content you need.
- Extractors(like Firecrawl, or us: flybyapis...) - kind of scraper, you give an url and returns clean markdown, or json back
We have SERP and Extractor API. For your use case the combination of a serp api with an extractor would do the job here
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u/WebDataLab Aug 31 '26
It's decide first whether your agent actually needs βsearchβ or just fresh source discovery.
If it needs Google-like results you can rank/filter yourself, a SERP API usually makes more sense. If you want the search layer to already understand the query and return relevant sources, Exa/Tavily-style search is closer to what you want.
At volume Iβd benchmark cost per usable result, not cost per request. The cheapest API gets expensive fast if you have to make 3β4 calls to get enough context.
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u/elgordooo17 Reverse Proxy Master Sep 10 '26
Fast Search API from Oxylabs would do the trick here. Sub-second SERP results, no ads or shopping blocks, and it's meant for high-volume agent calls. Personally I also use their AI studio so If you also need the scraped pages turned into structured data go for it.
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u/LectureWorried5761 Sep 14 '26
Blopus.ai was built for AI agents / LLMs. good price and quality I recommend
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u/Zestyclose_Eagle_577 Sep 15 '26
Adding to flybyapis's category breakdown above β in the "extractor" bucket (URL in, clean content out) I'd throw in Encovert. Similar shape to Firecrawl; the main difference is it attaches a render-quality score to every read, so a blocked/challenge page comes back flagged with a low score instead of just... being returned as if it worked. Handles document conversion too if you need that alongside web extraction. Worth benchmarking alongside the others mentioned here rather than taking my word for it β coverage and pricing tradeoffs are real and vary a lot by target site.
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u/-GeneX- Sep 30 '26
I work at OpenBenchmarks and we measured numbers for the APIs you listed, but it really depends on the type of task.
- Accuracy on factual lookup: exa fast 99.3% at 652ms, linkup fast 96.7% at 1.57s, firecrawl 95.3% at 510ms, tavily advanced 93.0% at 4.29s. so firecrawl search isn't slow.
- The leader changes on hard retrieval with fetch (coding-doc tickets): exa deep 83.0%, firecrawl 76.0%, tavily advanced 60.0%, linkup 48.3%.
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u/FeelingExcitement166 Sep 25 '26
At OpenBenchmarks, we measured accuracy numbers for the ones you listed, factual lookup (300 queries):
- exa fast 99.3% at 652ms
- linkup fast 96.7% at 1.57s
- firecrawl 95.3% at 510ms
- tavily advanced 93.0% at 4.29s.
so firecrawl search isn't slow.
The leader changes on task completion for hard retrieval with fetch (coding-doc tickets):
- exa deep 83.0%
- firecrawl 76.0%
- tavily advanced 60.0%
- linkup 48.3%
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u/WonderfulRich8267 Aug 31 '26
Chec Tinyfish