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Answering by searching the web (DeepResearch Bench)

Research tasks answered by searching the web, such as finding a number, checking a claim or collecting data.

How to read this table

  • Higher rows are rated higher. A range like “1–2” means the gap is within the margin of error.
  • The score is the value published by the task's authors and other organizations.
  • Conditions can differ between models, so small gaps do not mean much.
  • Prices are a guide per million tokens, reading then writing.
  • Length is how much text the model can read at once (tokens).
RankModelDeveloperScoreScore scale 30 to 60Input $
/1M
Output $
/1M
ContextSupportsWeightsReleasedPrice and specs
1Claude Opus 4.6AnthropicRating 55.3$5$251MAnthropic Released 2026-⁠02 Price $5 / $25 Length 1M
2Claude Sonnet 4.6AnthropicRating 54.9$3$151MAnthropic Released 2026-⁠02 Price $3 / $15 Length 1M
3Claude Opus 4.5AnthropicRating 54.8$5$25200KAnthropic Released 2025-⁠11 Price $5 / $25 Length 200K
4GPT-5.5OpenAIRating 54.0$5$301.05MOpenAI Released 2026-⁠04 Price $5 / $30 Length 1.05M
5Claude Sonnet 4.5AnthropicRating 52.6$3$15200KAnthropic Released 2025-⁠09 Price $3 / $15 Length 200K
6Claude Opus 4.8AnthropicRating 50.2$5$251MAnthropic Released 2026-⁠05 Price $5 / $25 Length 1M
7Gemini 3 Flash (preview)GoogleRating 49.8$0.5$31MGoogle Released 2025-⁠12 Price $0.5 / $3 Length 1M
8GPT-5OpenAIRating 49.6$1.25$10400KOpenAI Released 2025-⁠08 Price $1.25 / $10 Length 400K
9Claude Opus 4.1AnthropicRating 48.3——200KAnthropic Released 2025-⁠08 Price — Length 200K
10Gemini 3.1 Pro (preview)GoogleRating 47.8$2$121.05MGoogle Released 2026-⁠02 Price $2 / $12 Length 1.05M
11Grok 4xAIRating 47.3——256KxAI Released 2025-⁠07 Price — Length 256K
12Claude Opus 4AnthropicRating 46.8——200KAnthropic Released 2025-⁠05 Price — Length 200K
13Claude Sonnet 4AnthropicRating 46.6——200KAnthropic Released 2025-⁠05 Price — Length 200K
14Gemini 3 Pro (preview)GoogleRating 46.3——1MGoogle Released 2025-⁠11 Price — Length 1M
15Claude Haiku 4.5AnthropicRating 45.5$1$5200KAnthropic Released 2025-⁠10 Price $1 / $5 Length 200K
16o3OpenAIRating 45.2$2$8200KOpenAI Released 2025-⁠04 Price $2 / $8 Length 200K
17Claude 3.7 SonnetAnthropicRating 43.6——200KAnthropic Released 2025-⁠02 Price — Length 200K
18–19Gemini 2.5 Pro (preview, 2025-⁠05)GoogleRating 42.8——1.05MGoogle Released 2025-⁠05 Price — Length 1.05M
18–19GPT-5.1OpenAIRating 42.8$1.25$10400KOpenAI Released 2025-⁠11 Price $1.25 / $10 Length 400K
20Gemini 2.5 ProGoogleRating 41.5$1.25$101MGoogle Released 2025-⁠06 Price $1.25 / $10 Length 1M
21GPT-5.2OpenAIRating 41.1$1.75$14400KOpenAI Released 2025-⁠12 Price $1.75 / $14 Length 400K
22Gemini 3.1 Flash-LiteGoogleRating 37.3$0.25$1.51.05MGoogle Released 2026-⁠03 Price $0.25 / $1.5 Length 1.05M
23GPT-5.4 miniOpenAIRating 36.3$0.75$4.5400KOpenAI Released 2026-⁠03 Price $0.75 / $4.5 Length 400K
24–25GPT-5.4OpenAIRating 35.1$2.5$151.05MOpenAI Released 2026-⁠03 Price $2.5 / $15 Length 1.05M
24–25DeepSeek-R1 (2025-⁠05)⁠DeepSeekRating 35.1——131.1KDeepSeek Released 2025-⁠05 Price — Length 131.1K

Best score over time

2025-02-24Release date2026-05-28
How to read this page
  • Each answer is graded for correctness, and the value is the average score. Figures published by the organizations that made the tasks, among others, collected here.
  • The average correctness grade per task (out of 100), and most models score 35 to 55. No error margins are published, so differences of 1 to 2 points are not clear differences.
  • In the Supports column the icons are, from left: can use tools / can read images / can answer in a fixed format (JSON); faded means not supported or unknown.
  • Open-weights models have their contents (the weights) published, so you can also run them on your own computer or server. Models without the open-weights mark are normally used through the developer's own services (apps or API); for some models the weights status is unknown.
  • Names such as ChatGPT next to a model are the consumer services its developer offers. Check on the service itself whether that model is available there.

Data: Arena, Epoch AI, Swallow LLM team (CC BY 4.0), Models.dev (MIT), updated 2026-⁠10-⁠24, data sources