Sonar Reasoning: Intelligence, Performance & Price Analysis

Analysis of Perplexity's Sonar Reasoning and comparison to other AI models across key metrics including quality, price, performance (tokens per second & time to first token), context window & more. Click on any model to compare API providers for that model. For more details including relating to our methodology, see our FAQs.

For analysis of API providers see

Comparison Summary

Intelligence:

Sonar Reasoning is of higher quality compared to average, with Intelligence Index across evaluations of 49.

Price:

Sonar Reasoning is cheaper compared to average with a price of $2.00 per 1M Tokens (blended 3:1).
Sonar Reasoning Input token price: $1.00, Output token price: $5.00 per 1M Tokens.

Speed:

Sonar Reasoning is slower compared to average, with a output speed of 87.5 tokens per second.

Latency:

Sonar Reasoning has a lower latency compared to average, taking 1.38s to receive the first token (TTFT).

Context Window:

Sonar Reasoning has a smaller context windows than average, with a context window of 130k tokens.

Highlights

Intelligence

Artificial Analysis Intelligence Index; Higher is better

Estimate (independent evaluation forthcoming)

Speed

Output Tokens per Second; Higher is better

Price

USD per 1M Tokens; Lower is better

Navigation

Intelligence Intelligence Index Token Use & Cost Context Window Pricing Performance Summary Speed Latency End-to-End Response Time Comparisons

Sonar Reasoning Model Details

Creator
Context Window	127k tokens (~191 A4 pages of size 12 Arial font)
Release Date	January, 2025
Image Input Support	No
Open Source (Weights)	No

Comparisons to Sonar Reasoning

Further details

Model Name	Creator	License	Context Window

o1	OpenAI	Proprietary	200k
o3-mini	OpenAI	Proprietary	200k
GPT-4o mini	OpenAI	Proprietary	128k
o3-pro	OpenAI	Proprietary	200k
o3	OpenAI	Proprietary	128k
GPT-4.1	OpenAI	Proprietary	1m
GPT-4.1 nano	OpenAI	Proprietary	1m
o4-mini (high)	OpenAI	Proprietary	200k
GPT-4.1 mini	OpenAI	Proprietary	1m
GPT-4o Realtime (Dec '24)	OpenAI	Proprietary	128k
GPT-4o (ChatGPT)	OpenAI	Proprietary	128k
o3-mini (high)	OpenAI	Proprietary	200k
o1-pro	OpenAI	Proprietary	200k
GPT-4o mini Realtime (Dec '24)	OpenAI	Proprietary	128k
o1-preview	OpenAI	Proprietary	128k
o1-mini	OpenAI	Proprietary	128k
GPT-4o (Aug '24)	OpenAI	Proprietary	128k
GPT-4o (May '24)	OpenAI	Proprietary	128k
GPT-4 Turbo	OpenAI	Proprietary	128k
GPT-4o (Nov '24)	OpenAI	Proprietary	128k
GPT-3.5 Turbo	OpenAI	Proprietary	4k
GPT-4	OpenAI	Proprietary	8k
GPT-4o (March 2025, chatgpt-4o-latest)	OpenAI	Proprietary	128k
GPT-4.5 (Preview)	OpenAI	Proprietary	128k
GPT-3.5 Turbo (0613)	OpenAI	Proprietary	4k

Llama 3.3 Instruct 70B	Meta	Open	128k
Llama 3.1 Instruct 405B	Meta	Open	128k
Llama 3.2 Instruct 90B (Vision)	Meta	Open	128k
Llama 3.2 Instruct 11B (Vision)	Meta	Open	128k
Llama 4 Maverick	Meta	Open	1m
Llama 4 Scout	Meta	Open	10m
Llama 3.1 Instruct 70B	Meta	Open	128k
Llama 3.1 Instruct 8B	Meta	Open	128k
Llama 3.2 Instruct 3B	Meta	Open	128k
Llama 65B	Meta	Open	2k
Llama 3 Instruct 70B	Meta	Open	8k
Llama 3 Instruct 8B	Meta	Open	8k
Llama 3.2 Instruct 1B	Meta	Open	128k
Llama 2 Chat 70B	Meta	Open	4k
Llama 2 Chat 7B	Meta	Open	4k
Llama 2 Chat 13B	Meta	Open	4k

PALM-2	Google	Proprietary	8k
Gemini 2.0 Pro Experimental (Feb '25)	Google	Proprietary	2m
Gemini 2.0 Flash (Feb '25)	Google	Proprietary	1m
Gemini 2.5 Pro Preview (Jun '25)	Google	Proprietary	1m
Gemma 3 12B Instruct	Google	Open	128k
Gemma 3 4B Instruct	Google	Open	128k
Gemma 3 27B Instruct	Google	Open	128k
Gemini 2.5 Flash Preview (May '25)	Google	Proprietary	1m
Gemini 2.5 Pro Preview (May' 25)	Google	Proprietary	1m
Gemma 3 1B Instruct	Google	Open	32k
Gemini 2.5 Flash Preview (May '25) (Reasoning)	Google	Proprietary	1m
Gemini 2.0 Flash Thinking Experimental (Jan '25)	Google	Proprietary	1m
Gemini 2.0 Flash-Lite (Feb '25)	Google	Proprietary	1m
Gemini 2.5 Pro Preview (Mar' 25)	Google	Proprietary	1m
Gemini 2.0 Flash (experimental)	Google	Proprietary	1m
Gemini 1.5 Pro (Sep '24)	Google	Proprietary	2m
Gemini 2.0 Flash-Lite (Preview)	Google	Proprietary	1m
Gemini 1.5 Flash (Sep '24)	Google	Proprietary	1m
Gemini 1.5 Pro (May '24)	Google	Proprietary	2m
Gemma 2 27B	Google	Open	8k
Gemma 2 9B	Google	Open	8k
Gemini 1.5 Flash-8B	Google	Proprietary	1m
Gemini 2.5 Flash Preview	Google	Proprietary	1m
Gemini 1.0 Pro	Google	Proprietary	33k
Gemini 2.5 Flash Preview (Reasoning)	Google	Proprietary	1m
Gemini 1.0 Ultra	Google	Proprietary	33k
Gemini 2.0 Flash Thinking Experimental (Dec '24)	Google	Proprietary	2m
Gemini 1.5 Flash (May '24)	Google	Proprietary	1m

Claude 3.5 Haiku	Anthropic	Proprietary	200k
Claude 4 Sonnet (Extended Thinking)	Anthropic	Proprietary	200k
Claude 3.7 Sonnet (Standard)	Anthropic	Proprietary	200k
Claude 4 Opus	Anthropic	Proprietary	200k
Claude 4 Opus (Extended Thinking)	Anthropic	Proprietary	200k
Claude 3.7 Sonnet (Extended Thinking)	Anthropic	Proprietary	200k
Claude 4 Sonnet	Anthropic	Proprietary	200k
Claude 3.5 Sonnet (Oct '24)	Anthropic	Proprietary	200k
Claude 3.5 Sonnet (June '24)	Anthropic	Proprietary	200k
Claude 3 Opus	Anthropic	Proprietary	200k
Claude 3 Sonnet	Anthropic	Proprietary	200k
Claude 3 Haiku	Anthropic	Proprietary	200k
Claude Instant	Anthropic	Proprietary	100k
Claude 2.0	Anthropic	Proprietary	100k
Claude 2.1	Anthropic	Proprietary	200k

Pixtral Large	Mistral	Open	128k
Mistral Large 2 (Nov '24)	Mistral	Open	128k
Mixtral 8x22B Instruct	Mistral	Open	65k
Ministral 8B	Mistral	Open	128k
Mistral NeMo	Mistral	Open	128k
Ministral 3B	Mistral	Proprietary	128k
Mixtral 8x7B Instruct	Mistral	Open	33k
Mistral Small 3.1	Mistral	Open	128k
Codestral (Jan '25)	Mistral	Proprietary	256k
Mistral Saba	Mistral	Proprietary	32k
Devstral	Mistral	Open	256k
Mistral Medium 3	Mistral	Proprietary	128k
Mistral Large 2 (Jul '24)	Mistral	Open	128k
Mistral Small 3	Mistral	Open	32k
Mistral Small (Sep '24)	Mistral	Open	33k
Mistral Small (Feb '24)	Mistral	Proprietary	33k
Pixtral 12B (2409)	Mistral	Open	128k
Mistral Large (Feb '24)	Mistral	Proprietary	33k
Codestral-Mamba	Mistral	Open	256k
Mistral 7B Instruct	Mistral	Open	8k
Mistral Medium	Mistral	Proprietary	33k
Codestral (May '24)	Mistral	Open	33k

DeepSeek R1 Distill Llama 70B	DeepSeek	Open	128k
DeepSeek V3 0324 (Mar '25)	DeepSeek	Open	128k
DeepSeek R1 Distill Qwen 32B	DeepSeek	Open	128k
DeepSeek R1 Distill Qwen 14B	DeepSeek	Open	128k
DeepSeek R1 0528 (May '25)	DeepSeek	Open	128k
DeepSeek R1 0528 Qwen3 8B	DeepSeek	Open	128k
DeepSeek R1 Distill Qwen 1.5B	DeepSeek	Open	128k
DeepSeek R1 Distill Llama 8B	DeepSeek	Open	128k
DeepSeek R1 (Jan '25)	DeepSeek	Open	128k
DeepSeek V3 (Dec '24)	DeepSeek	Open	128k
DeepSeek-V2.5 (Dec '24)	DeepSeek	Open	128k
DeepSeek-Coder-V2	DeepSeek	Open	128k
DeepSeek LLM 67B Chat (V1)	DeepSeek	Open	4k
DeepSeek-V2-Chat	DeepSeek	Open	128k
DeepSeek-V2.5	DeepSeek	Open	128k
DeepSeek Coder V2 Lite Instruct	DeepSeek	Open	128k

Sonar Reasoning Pro	Perplexity	Proprietary	127k
Sonar	Perplexity	Proprietary	127k
R1 1776	Perplexity	Open	128k
Sonar Pro	Perplexity	Proprietary	200k
Sonar Reasoning	Perplexity	Proprietary	127k

Grok 3	xAI	Proprietary	1m
Grok 3 mini Reasoning (Low)	xAI	Proprietary	1m
Grok 3 mini Reasoning (high)	xAI	Proprietary	1m
Grok 3 Reasoning Beta	xAI	Proprietary	1m
Grok Beta	xAI	Proprietary	128k
Grok 2 (Dec '24)	xAI	Proprietary	131k

Nova Pro	Amazon	Proprietary	300k
Nova Lite	Amazon	Proprietary	300k
Nova Micro	Amazon	Proprietary	130k
Nova Premier	Amazon	Proprietary	1m

Phi-4	Microsoft Azure	Open	16k
Phi-3 Mini Instruct 3.8B	Microsoft Azure	Open	4k
Phi-3 Medium Instruct 14B	Microsoft Azure	Open	128k
Phi-4 Mini Instruct	Microsoft Azure	Open	128k
Phi-4 Multimodal Instruct	Microsoft Azure	Open	128k

LFM 40B	Liquid AI	Proprietary	32k

DBRX Instruct	Databricks	Open	33k

MiniMax-Text-01	MiniMax	Open	4m

Llama 3.1 Nemotron Instruct 70B	NVIDIA	Open	128k
Llama 3.1 Nemotron Ultra 253B v1 (Reasoning)	NVIDIA	Open	128k
Llama 3.3 Nemotron Super 49B v1	NVIDIA	Open	128k
Llama 3.3 Nemotron Super 49B v1 (Reasoning)	NVIDIA	Open	128k
Llama 3.1 Nemotron Nano 4B v1.1 (Reasoning)	NVIDIA	Open	128k

Llama 3.1 Tulu3 405B	Allen Institute for AI	Open	128k

Reka Flash (Sep '24)	Reka AI	Proprietary	128k
Reka Core	Reka AI	Proprietary	128k
Reka Flash (Feb '24)	Reka AI	Proprietary	128k
Reka Edge	Reka AI	Proprietary	128k
Reka Flash 3	Reka AI	Open	128k

DeepHermes 3 - Mistral 24B Preview	Nous Research	Open	32k
Hermes 3 - Llama-3.1 70B	Nous Research	Open	128k
DeepHermes 3 - Llama-3.1 8B Preview	Nous Research	Open	128k

Command A	Cohere	Open	256k
Aya Expanse 8B	Cohere	Open	8k
Aya Expanse 32B	Cohere	Open	128k
Command-R+ (Aug '24)	Cohere	Open	128k
Command-R+ (Apr '24)	Cohere	Open	128k
Command-R (Mar '24)	Cohere	Open	128k
Command-R (Aug '24)	Cohere	Open	128k

Jamba 1.6 Large	AI21 Labs	Open	256k
Jamba 1.6 Mini	AI21 Labs	Open	256k
Jamba 1.5 Large	AI21 Labs	Open	256k
Jamba 1.5 Mini	AI21 Labs	Open	256k
Jamba Instruct	AI21 Labs	Proprietary	256k

Arctic Instruct	Snowflake	Open	4k

Qwen3 1.7B	Alibaba	Open	32k
Qwen2.5 Coder Instruct 7B	Alibaba	Open	131k
Qwen3 4B (Reasoning)	Alibaba	Open	32k
QwQ 32B	Alibaba	Open	131k
Qwen3 1.7B (Reasoning)	Alibaba	Open	32k
Qwen3 8B (Reasoning)	Alibaba	Open	128k
Qwen3 0.6B (Reasoning)	Alibaba	Open	32k
Qwen3 235B A22B (Reasoning)	Alibaba	Open	128k
Qwen3 4B	Alibaba	Open	32k
Qwen3 32B (Reasoning)	Alibaba	Open	128k
Qwen3 32B	Alibaba	Open	128k
Qwen3 8B	Alibaba	Open	128k
Qwen3 0.6B	Alibaba	Open	32k
Qwen3 14B	Alibaba	Open	128k
Qwen3 30B A3B	Alibaba	Open	128k
Qwen3 235B A22B	Alibaba	Open	128k
Qwen3 30B A3B (Reasoning)	Alibaba	Open	128k
Qwen3 14B (Reasoning)	Alibaba	Open	128k
Qwen Chat 14B	Alibaba	Open	8k
Qwen2.5 Max	Alibaba	Proprietary	32k
Qwen2.5 Instruct 72B	Alibaba	Open	131k
Qwen2.5 Coder Instruct 32B	Alibaba	Open	131k
Qwen2.5 Turbo	Alibaba	Proprietary	1m
Qwen2 Instruct 72B	Alibaba	Open	131k
QwQ 32B-Preview	Alibaba	Open	33k
Qwen1.5 Chat 110B	Alibaba	Open	32k
Qwen2.5 Instruct 32B	Alibaba	Open	128k
Qwen Chat 72B	Alibaba	Open	34k

Yi-Large	01.AI	Proprietary	32k

OpenChat 3.5 (1210)	OpenChat	Open	8k

Solar Mini	Upstage	Open	4k