All tasks / Text & knowledge

Search & research

Answer engines and assistants that search the web and cite their sources, deep-research modes that read dozens of pages and write a report, the models behind them, and search APIs and open engines you can run yourself.

Models are ranked by LMArena Search Arena (style control). Tools with their own result on DeepResearch Bench (RACE, GPT-5.5 judge) or Artificial Analysis Search Index (Search APIs) are ranked by it (each board ranks one kind of product); other tools inherit the tier of the best model they offer. How we rank.

Rank by
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Models

The engines themselves. Use them through an API or inside the apps on the right.

Local

Nothing tracked yet

Apps

Ready-made apps with a UI: sign in or install, then start.

Search APIs & engines

Web search for your own apps and agents, and open search or research engines you can host yourself.

Quality vs. price

LMArena Search Arena (style control) score against API price (USD per 1M tokens, blended 3:1 input:output, log scale). Up and to the left is better; the line joins the models that nothing else beats on both.

  • Closed models
  • Open-weights models
  • Best-value frontier
1,1001,1501,2001,2501,300$0.2$0.5$1$2$5$10$20USD per 1M tokens, blended 3:1 input:output (log scale)LMArena Search ArenaGPT-6.1 SolQwen3.8-MaxGPT-6 Luna
Show as table
ModelWeightsLMArena Search Arena (style control)PriceFrontier
GPT-6.1 SolClosed1,250$4/M tokensYes
GPT-6 AstraClosed1,246$20/M tokens
Claude Fable 5.1Closed1,233$20/M tokens
Qwen3.8-MaxClosed1,230$3/M tokensYes
Claude Opus 5.5Closed1,211$8/M tokens
GPT-6 LunaClosed1,209$0.2/M tokensYes
Gemini 3.1 Pro (Preview)Closed1,207$4.5/M tokens
Sonar ProClosed1,143$6/M tokens
Sonar Reasoning ProClosed1,139$3.5/M tokens

Quality vs. setup

The same tools as the map, placed by how good the results can be (up) and how much setup they take (right). Top-left is the easiest way to top quality; further right buys control, privacy or price at the cost of setup. Models are left out: you reach them through these tools.

  • Cloud
  • Local: runs on your hardware
  • Hollow: tier inherited from the best model the tool offers
SABCReady to useSign in or install and goSome setupInstalls, keys or configurationBuild it yourselfCommand line, nodes, self-hostingMore setup, more control →↑ Higher quality (vertical position inside a tier follows the score)Exa (Search APIs & engines) Tier S · 80 on Artificial Analysis Search Index (Search APIs) Free tier · intermediateExaPerplexity Search API (Search APIs & engines) Tier S · 80 on Artificial Analysis Search Index (Search APIs) · intermediatePerplexity Search APIMicrosoft Copilot (Apps) Tier S · via GPT-6.1 Sol Free tier · $9.99/mo · beginnerMicrosoft CopilotOpenRouter (Search APIs & engines) Tier S · via GPT-6.1 Sol Free tier · intermediateOpenRouterScira (Apps) Tier S · via GPT-6.1 Sol Free tier · $15/mo · beginnerSciraClaude (Apps) Tier S · via Claude Fable 5.1 Free tier · $20/mo · beginnerClaudeKagi Assistant (Apps) Tier A · via Gemini 3.1 Pro (Preview) Free tier · $5/mo · beginnerKagi AssistantParallel (Search APIs & engines) Tier A · 75 on Artificial Analysis Search Index (Search APIs) Free tier · intermediateParallelBrave Search API (Search APIs & engines) Tier A · 75 on Artificial Analysis Search Index (Search APIs) Free tier · intermediateBrave Search APIGemini (Apps) Tier A · 50 on DeepResearch Bench (RACE, GPT-5.5 judge) Free tier · $4.99/mo · beginnerGeminiYou.com APIs (Search APIs & engines) Tier A · 74 on Artificial Analysis Search Index (Search APIs) Free tier · intermediateYou.com APIsChatGPT (Apps) Tier A · 48 on DeepResearch Bench (RACE, GPT-5.5 judge) Free tier · $20/mo · beginnerChatGPTLinkup (Search APIs & engines) Tier B · 68 on Artificial Analysis Search Index (Search APIs) Free tier · intermediateLinkupPerplexity (Apps + Search APIs & engines) Tier B · 43 on DeepResearch Bench (RACE, GPT-5.5 judge) Free tier · $20/mo · beginnerPerplexityGrok (Apps) Tier B · 41 on DeepResearch Bench (RACE, GPT-5.5 judge) Free tier · $8/mo · beginnerGrokTavily (Search APIs & engines) Tier B · 66 on Artificial Analysis Search Index (Search APIs) Free tier · $30/mo · intermediateTavily

Not placed (no public result yet): Firecrawl, Open WebUI, SearXNG, Khoj, Vane (formerly Perplexica), GPT Researcher, Local Deep Research, Morphic, Brave Search, Consensus, DeepSeek, Doubao, Elicit, Felo, Google AI Mode, iAsk, Jina Search Foundation APIs, Kimi, Komo, Liner, Meta AI, Metaso AI Search, Qwen Chat, Undermind, Valyu, Vibe (formerly Le Chat)

Everything, in order

All search & research options in quality order
TierNameApproachRunsRated byPriceSkill
S Exa
Exa
Search APIs & enginesCloud80 on Artificial Analysis Search Index (Search APIs)Free tierintermediate
S Perplexity Search API
Perplexity AI
Search APIs & enginesCloud80 on Artificial Analysis Search Index (Search APIs)—intermediate
S GPT-6.1 Sol
OpenAI
ModelsCloud1,250 on LMArena Search Arena (style control)$4/M tokens—
S GPT-6 Astra
OpenAI
ModelsCloud1,246 on LMArena Search Arena (style control)$20/M tokens—
S Claude Fable 5.1
Anthropic
ModelsCloud1,233 on LMArena Search Arena (style control)$20/M tokens—
S Qwen3.8-Max
Alibaba (Qwen)
ModelsCloud1,230 on LMArena Search Arena (style control)$3/M tokens—
S Scira
Scira
AppsCloudvia GPT-6.1 SolFree tier · $15/mobeginner
S Microsoft Copilot
Microsoft
AppsCloudvia GPT-6.1 SolFree tier · $9.99/mobeginner
S OpenRouter
OpenRouter
Search APIs & enginesCloudvia GPT-6.1 SolFree tierintermediate
S Claude
Anthropic
AppsCloudvia Claude Fable 5.1Free tier · $20/mobeginner
A Claude Opus 5.5
Anthropic
ModelsCloud1,211 on LMArena Search Arena (style control)$8/M tokens—
A GPT-6 Luna
OpenAI
ModelsCloud1,209 on LMArena Search Arena (style control)$0.2/M tokens—
A Gemini 3.1 Pro (Preview)
Google
ModelsCloud1,207 on LMArena Search Arena (style control)$4.5/M tokens—
A Parallel
Parallel Web Systems
Search APIs & enginesCloud75 on Artificial Analysis Search Index (Search APIs)Free tierintermediate
A Brave Search API
Brave
Search APIs & enginesCloud75 on Artificial Analysis Search Index (Search APIs)Free tierintermediate
A Gemini
Google
AppsCloud50 on DeepResearch Bench (RACE, GPT-5.5 judge)Free tier · $4.99/mobeginner
A You.com APIs
You.com
Search APIs & enginesCloud74 on Artificial Analysis Search Index (Search APIs)Free tierintermediate
A ERNIE 5.1
Baidu
ModelsCloud1,192 on LMArena Search Arena (style control)——
A ChatGPT
OpenAI
AppsCloud48 on DeepResearch Bench (RACE, GPT-5.5 judge)Free tier · $20/mobeginner
A Kagi Assistant
Kagi
AppsCloudvia Gemini 3.1 Pro (Preview)Free tier · $5/mobeginner
B Sonar Pro
Perplexity AI
ModelsCloud1,143 on LMArena Search Arena (style control)$6/M tokens—
B Sonar Reasoning Pro
Perplexity AI
ModelsCloud1,139 on LMArena Search Arena (style control)$3.5/M tokens—
B Linkup
Linkup
Search APIs & enginesCloud68 on Artificial Analysis Search Index (Search APIs)Free tierintermediate
B Perplexity
Perplexity AI
Apps + Search APIs & enginesCloud43 on DeepResearch Bench (RACE, GPT-5.5 judge)Free tier · $20/mobeginner
B Grok
SpaceXSI (formerly xAI)
AppsCloud41 on DeepResearch Bench (RACE, GPT-5.5 judge)Free tier · $8/mobeginner
B Tavily
Tavily
Search APIs & enginesCloud66 on Artificial Analysis Search Index (Search APIs)Free tier · $30/mointermediate
– Firecrawl
Firecrawl
Search APIs & enginesLocalNo public result yet
Cloud models: tier A
Free tier · $19/mointermediate
– Open WebUI
Open WebUI Inc.
AppsLocalNo public result yetFreeintermediate
– SearXNG
SearXNG (open-source project)
Search APIs & enginesLocalNo public result yetFreeadvanced
– Khoj
Khoj
AppsLocalNo public result yetFreeintermediate
– Vane (formerly Perplexica)
ItzCrazyKns (open-source project)
AppsLocalNo public result yetFreeadvanced
– GPT Researcher
GPT Researcher (open-source project)
Search APIs & enginesLocalNo public result yetFreeadvanced
– Local Deep Research
LearningCircuit (open-source project)
AppsLocalNo public result yetFreeadvanced
– Morphic
Morphic (miurla)
AppsLocalNo public result yetFreeintermediate
– Brave Search
Brave
AppsCloudNo public result yet—beginner
– Claude Sonnet 5.5
Anthropic
ModelsCloudNo public result yet$4/M tokens—
– Consensus
Consensus
AppsCloudNo public result yet—beginner
– DeepSeek
DeepSeek
AppsCloudNo public result yetFreebeginner
– Doubao
ByteDance
AppsCloudNo public result yetFree tierbeginner
– Elicit
Elicit
AppsCloudNo public result yetFree tier · $49/mobeginner
– Felo
Felo
AppsCloudNo public result yetFree tier · $15/mobeginner
– Gemini 3.8 Flash
Google
ModelsCloudNo public result yet$1.5/M tokens—
– Google AI Mode
Google
AppsCloudNo public result yetFreebeginner
– Grok 4.7
xAI
ModelsCloudNo public result yet$3/M tokens—
– iAsk
iAsk.Ai
AppsCloudNo public result yetFree tierbeginner
– Jina Search Foundation APIs
Jina AI (Elastic)
Search APIs & enginesCloudNo public result yetFree tierintermediate
– Kimi
Moonshot AI
AppsCloudNo public result yetFree tierbeginner
– Komo
Komo
AppsCloudNo public result yetFree tierbeginner
– Liner
Liner
AppsCloudNo public result yetFree tier · $18/mobeginner
– Meta AI
Meta
AppsCloudNo public result yetFree tierbeginner
– Metaso AI Search
Metaso (秘塔科技)
AppsCloudNo public result yet—beginner
– Qwen Chat
Alibaba (Qwen team)
AppsCloudNo public result yetFreebeginner
– Sonar
Perplexity AI
ModelsCloudNo public result yet$1/M tokens—
– Sonar Deep Research
Perplexity AI
ModelsCloudNo public result yet$3.5/M tokens—
– Undermind
Undermind
AppsCloudNo public result yetFree tier · $16/mobeginner
– Valyu
Valyu
Search APIs & enginesCloudNo public result yet—intermediate
– Vibe (formerly Le Chat)
Mistral AI
AppsCloudNo public result yetFree tier · $15/mobeginner

Benchmarks used