This model is deprecated. We only continue performance benchmarking for the default 10k input token workload. Results for other workloads are historical and no longer updated.

Perplexity has launched a newer release, Sonar Reasoning Pro. We suggest considering it instead.

Perplexity

•

Proprietary model

•

Released 2025年1月

Sonar Reasoning 智能、性能与价格分析

立即试用 API 服务商基准测试

智能Updated

Artificial Analysis Intelligence Index

速度

无

每秒输出 token 数

成本

输入 US$0.00输出 US$0.00

无

Intelligence Index 每项任务的成本

冗长度

无

Intelligence Index 输出 token 数

Sonar Reasoning 的智能水平低于平均水平，但价格很有竞争力；比较对象为其他价格相近的模型。该模型支持文本输入，可输出文本，上下文窗口为 127k 个 token。

Sonar Reasoning 在 Artificial Analysis Intelligence Index 上的得分为 9，在同类模型中低于平均水平（中位数：12）。

Sonar Reasoning 每 100 万输入 token 的价格为 $0.00（很有竞争力，中位数：$0.17），每 100 万输出 token 的价格为 $0.00（很有竞争力，中位数：$0.57）。

推理	是此页面展示该模型的推理版本。可能还存在非推理版本。
输入模态	支持：文本
输出模态	支持：文本
上下文窗口	127k 约 191 页 A4 纸（12 号 Arial 字体）

指标与同类别模型进行比较：

非推理模型 → 仅与其他非推理模型比较
推理模型 → 同时与推理和非推理模型比较
开放权重模型 → 仅与规模类别相同的其他开放权重模型比较：

微型：≤4B 个参数
小型：4B–40B 个参数
中型：40B–150B 个参数
大型：>150B 个参数

专有模型 → 与价格区间相同的专有模型和开放权重模型比较，采用输入/输出价格 3:1 的混合比例：

每 100 万 token <$0.15
每 100 万 token $0.15–$1
每 100 万 token >$1

亮点

Updated

智能

Artificial Analysis Intelligence Index · Higher is better

速度

Output tokens per second · Higher is better

每任务成本

Weighted average cost (USD) per Intelligence Index task · Lower is better

智能Updated

Artificial Analysis Intelligence Index

Artificial Analysis Intelligence Index v4.3.2 incorporates 10 evaluations: AA-Briefcase v1.1, GDPval-AA v2.1, AutomationBench-AA, Terminal-Bench 4.0, SciCode, Humanity's Last Exam, GDP.pdf, CritPt, AA-Omniscience, AA-LCR v1.1

Estimate (independent evaluation forthcoming)

Artificial Analysis Intelligence Index v4.3.2 includes: AA-Briefcase v1.1, GDPval-AA v2.1, AutomationBench-AA, Terminal-Bench 4.0, SciCode, Humanity's Last Exam, GDP.pdf, CritPt, AA-Omniscience, AA-LCR v1.1. See Intelligence Index methodology for further details, including a breakdown of each evaluation and how we run them.

Artificial Analysis Intelligence Index by Open Weights / Proprietary

Estimate (independent evaluation forthcoming)

Indicates whether the model weights are available. Models are labelled as 'Commercial Use Restricted' if commercial use is limited by conditions, and as 'Non-commercial' if the license prohibits commercial use.

基准测试

Intelligence Evaluations

Intelligence evaluations measured independently by Artificial Analysis · Higher is better

AA-Briefcase v1.1Updated

Agentic knowledge work, (Elo-500)/2000

GDPval-AA v2.1Updated

Agentic real-world work tasks, (Elo-500)/2000

AutomationBench-AAUpdated

Agentic SaaS workflows

Terminal-Bench 4.0New

Agentic coding & terminal use

SciCode

Coding

Humanity's Last Exam

Reasoning & knowledge

GDP.pdfNew

Professional document reasoning, All-pass

CritPtUnder review

Physics reasoning

AA-Omniscience Accuracy

Knowledge

AA-Omniscience Non-Hallucination Rate

1 - hallucination rate

AA-LCR v1.1

Long context reasoning

Harvey LAB-AA

Legal agentic work, criterion pass rate

EnterpriseOps-Gym-AA

Agentic business operations

Terminal-Bench-Science 0.1New

Agentic scientific research workflows in a terminal

AA-AnalystAgent

Quantitative analysis on spreadsheets & documents

𝜏³-Banking

Agentic tool use

ITBench-AA

Kubernetes incident root-cause analysis

MMMU-Pro

Visual reasoning

MLCR-AA

Medical long context reasoning

While model intelligence generally translates across use cases, specific evaluations may be more relevant for certain use cases.

Intelligence Index 比较

Intelligence Index vs. Cost per Intelligence Index Task

Artificial Analysis Intelligence Index · Weighted average cost (USD) per Artificial Analysis Intelligence Index task

Most attractive quadrant

Pareto line

Weighted average cost per Intelligence Index task. Each evaluation’s cost is calculated from input, cache hit, cache write, reasoning, and answer token prices, divided by task count, and weighted by its Intelligence Index weight.

成本

Cost per Intelligence Index Task

Weighted average cost (USD) per Artificial Analysis Intelligence Index task, segmented by token type. Lower is better

Cost to Run Artificial Analysis Intelligence Index

Cost (USD) to run all evaluations in the Artificial Analysis Intelligence Index

The cost to run the evaluations in the Artificial Analysis Intelligence Index, calculated using the model's input, cache hit, cache write, reasoning, and answer token prices and the number of tokens used across evaluations (excluding repeats).

Pricing: Cache Hit, Input, and Output

Price (USD per M Tokens)

Price per token for cached prompts (previously processed), typically offering a significant discount compared to regular input price, represented as USD per million tokens. The values shown here are the cache hit price; cache write and cache storage are billed separately and vary by provider — see "Cache pricing by provider" for detail.

上下文窗口

Context Window

Context window: tokens limit · Higher is better

Larger context windows are relevant to RAG (Retrieval Augmented Generation) LLM workflows which typically involve reasoning and information retrieval of large amounts of data.

Maximum number of combined input & output tokens. Output tokens commonly have a significantly lower limit (varied by model).

常见问题

关于 Sonar Reasoning 的常见问题

Sonar Reasoning 发布于 2025年1月28日。

Sonar Reasoning 由 Perplexity 开发。

Sonar Reasoning 在 Artificial Analysis Intelligence Index 上的估算得分为 9，在其他价格档位相近的推理模型中低于平均水平（中位数：12）。

是，Sonar Reasoning 是推理模型。它会在给出答案之前，通过扩展思考或思维链推理来解决复杂问题。

Sonar Reasoning 支持文本输入。

Sonar Reasoning 支持文本输出。

否，Sonar Reasoning 不支持图像输入，只能处理文本。

否，Sonar Reasoning 不是多模态模型，仅支持文本输入。

Sonar Reasoning 的上下文窗口为 130k 个 token。这决定了模型在单次请求中可以处理多少文本和对话历史。

否，Sonar Reasoning 是专有模型，其模型权重并未公开。

Sonar Reasoning 是专有模型，Perplexity 尚未披露模型规模或参数量。

Sonar Reasoning 在 Artificial Analysis Intelligence Index 上的得分为 9。这项综合基准测试评估模型的推理、知识、数学和编程能力。

请查看服务商页面，了解当前 API 可用情况。查看服务商

请访问服务商页面查看可用情况。比较服务商

Sonar Reasoning 智能、性能与价格分析

模型摘要

智能Updated

速度

成本

冗长度

比较摘要

技术规格

此类别中有 674 个模型

智能

速度

每任务成本

智能Updated

Artificial Analysis Intelligence Index

Artificial Analysis Intelligence Index

Artificial Analysis Intelligence Index by Open Weights / Proprietary

Artificial Analysis Intelligence Index

Open Weights

基准测试

Intelligence Evaluations

Intelligence Evaluation Relevance

Artificial Analysis Intelligence Index

Intelligence Index 比较

Intelligence Index vs. Cost per Intelligence Index Task

Cost per Intelligence Index Task

Artificial Analysis Intelligence Index

成本

Cost per Intelligence Index Task

Cost per Intelligence Index Task

Cost to Run Artificial Analysis Intelligence Index

Cost to Run Artificial Analysis Intelligence Index

Pricing: Cache Hit, Input, and Output

Cache Hit

上下文窗口

Context Window

Context Window for RAG

Context Window

常见问题

Sonar Reasoning 何时发布？

谁开发了 Sonar Reasoning？

Sonar Reasoning 有多智能？

Sonar Reasoning 是推理模型吗？

Sonar Reasoning 支持哪些输入模态？

Sonar Reasoning 支持哪些输出模态？

Sonar Reasoning 能处理图像吗？

Sonar Reasoning 是多模态模型吗？

Sonar Reasoning 的上下文窗口有多大？

Sonar Reasoning 是开放权重模型吗？

Sonar Reasoning 有多少个参数？

Sonar Reasoning 在基准测试中的表现如何？

可以通过 API 使用 Sonar Reasoning 吗？

可以在哪里使用 Sonar Reasoning？