Where does the leaderboard data come from?

Benchmark data comes from Artificial Analysis, an independent LLM benchmarking service. Quality scores, output speed, and time-to-first-token are measured by their infrastructure and refreshed every 6 hours.

What is the Quality Index?

The Quality Index is a composite score from Artificial Analysis that aggregates performance across multiple benchmarks including reasoning, coding, math, and general knowledge tasks.

What does the Value ranking show?

The Value ranking combines quality score with pricing to show which models give you the most capability per dollar. A high-value model delivers strong benchmarks at a low price per token.

How often is the leaderboard updated?

Benchmark and pricing data refreshes every 6 hours. New models are added automatically as they appear in our data sources.

Can I see latency metrics?

Yes. The Speed ranking shows output tokens per second and time-to-first-token (TTFT) for each model, helping you choose models for latency-sensitive applications.

LLM Leaderboard

Live rankings by quality, speed, and value. Data from Artificial Analysis benchmarks.

Composite intelligence score from Artificial Analysis benchmarks

Claude Sonnet 4.6 Adaptive

Anthropic

idx

GPT-5.4

OpenAI

idx

Gemini 3.1 Pro

Google

idx

Quality vs Price

Higher and left = better value. Hover for details.

OpenAI

Anthropic

Google

xAI

Meta

Mistral

DeepSeek

Amazon

NVIDIA

Cohere

Perplexity

Moonshot

Zhipu

MiniMax

#	Model	Provider	Quality Index	Speed	Input/1M	Context
1	GPT-5.4OpenAI	OpenAI	51idx	165 tok/s	$2.5	1.1M
2	Claude Sonnet 4.6 AdaptiveAnthropic	Anthropic	47idx	64 tok/s	$3	200K
3	Gemini 3.1 ProGoogle	Google	47idx	137 tok/s	$2	1.0M
4	GPT-5.3 CodexOpenAI	OpenAI	44idx	118 tok/s	$1.75	400K
5	Claude Opus 4.6 AdaptiveAnthropic	Anthropic	44idx	50 tok/s	$5	200K
6	GPT-5.2OpenAI	OpenAI	42idx	85 tok/s	$1.75	400K
7	Gemini 3 ProGoogle	Google	40idx	0 tok/s	$2	1.0M
8	GLM-5Zhipu	Zhipu	40idx	53 tok/s	$1	128K
9	Claude Opus 4.6Anthropic	Anthropic	38idx	43 tok/s	$5	200K
10	Gemini 3 Flash ReasoningGoogle	Google	38idx	228 tok/s	$0.5	1.0M
11	Grok 4.20xAI	xAI	37idx	210 tok/s	$2	2.0M
12	GPT-5.1OpenAI	OpenAI	37idx	109 tok/s	$1.25	400K
13	Claude Sonnet 4.6Anthropic	Anthropic	36idx	44 tok/s	$3	200K
14	Kimi K2.5Moonshot	Moonshot	35idx	53 tok/s	$0.6	262K
15	GPT-5OpenAI	OpenAI	35idx	109 tok/s	$1.25	400K
16	Claude Opus 4.5Anthropic	Anthropic	35idx	54 tok/s	$5	200K
17	Claude Sonnet 4Anthropic	Anthropic	34idx	45 tok/s	$3	200K
18	GPT-5 MediumOpenAI	OpenAI	34idx	91 tok/s	$1.25	400K
19	MiniMax M2.5MiniMax	MiniMax	34idx	80 tok/s	$0.3	128K
20	Grok 4xAI	xAI	33idx	0 tok/s	$3	2.0M
21	Grok 4.1 Fast ReasoningxAI	xAI	31idx	0 tok/s	$0.2	2.0M
22	o3OpenAI	OpenAI	30idx	144 tok/s	$2	200K
23	Claude 4.5 Haiku ReasoningAnthropic	Anthropic	30idx	143 tok/s	$1	200K
24	Gemini 3 FlashGoogle	Google	27idx	212 tok/s	$0.5	1.0M
25	Gemini 2.5 ProGoogle	Google	26idx	146 tok/s	$1.25	1.0M
26	o4 MiniOpenAI	OpenAI	26idx	186 tok/s	$1.1	200K
27	Nemotron 3 Super 120BNVIDIA	NVIDIA	25idx	160 tok/s	$0.3	1.0M
28	GPT-5 MiniOpenAI	OpenAI	25idx	110 tok/s	$0.25	400K
29	Gemini 3.1 Flash-LiteGoogle	Google	25idx	325 tok/s	$0.25	1.0M
30	DeepSeek V3.2 (Chat)DeepSeek	DeepSeek	25idx	0 tok/s	$0.28	128K
31	Claude Haiku 4.5Anthropic	Anthropic	24idx	94 tok/s	$1	200K
32	o1OpenAI	OpenAI	23idx	0 tok/s	$15	200K
33	Nova 2.0 Pro ReasoningAmazon	Amazon	22idx	135 tok/s	$1.25	128K
34	DeepSeek R1DeepSeek	DeepSeek	20idx	0 tok/s	$0.55	128K
35	GPT-5 NanoOpenAI	OpenAI	20idx	174 tok/s	$0.05	128K
36	GPT-4.1OpenAI	OpenAI	19idx	148 tok/s	$2	1.0M
37	o3 MiniOpenAI	OpenAI	19idx	226 tok/s	$1.1	200K
38	Grok 4.1 FastxAI	xAI	17idx	0 tok/s	$0.2	2.0M
39	Mistral Large 3Mistral	Mistral	16idx	62 tok/s	$0.5	262K
40	GPT-4.1 MiniOpenAI	OpenAI	15idx	84 tok/s	$0.4	1.0M
41	Llama 4 MaverickMeta	Meta	14idx	115 tok/s	$0.27	1.0M
42	Gemini 2.5 FlashGoogle	Google	14idx	200 tok/s	$0.3	1.0M
43	Claude Haiku 3.5Anthropic	Anthropic	12idx	0 tok/s	$0.8	200K
44	Gemini 2.0 FlashGoogle	Google	12idx	0 tok/s	$0.1	1.0M
45	Nova 2.0 LiteAmazon	Amazon	12idx	224 tok/s	$0.3	1.0M
46	GPT-4oOpenAI	OpenAI	11idx	207 tok/s	$2.5	128K
47	Llama 4 ScoutMeta	Meta	10idx	105 tok/s	$0.08	1.0M
48	GPT-4.1 NanoOpenAI	OpenAI	10idx	186 tok/s	$0.1	1.0M
49	Sonar ProPerplexity	Perplexity	9idx	0 tok/s	$3	128K
50	Gemini 2.0 Flash-LiteGoogle	Google	9idx	0 tok/s	$0.075	1.0M
51	Command ACohere	Cohere	8idx	60 tok/s	$2.5	128K
52	GPT-4o MiniOpenAI	OpenAI	7idx	91 tok/s	$0.15	128K
53	Gemini 2.5 Flash-LiteGoogle	Google	7idx	228 tok/s	$0.1	1.0M
54	Mistral Small 3.2Mistral	Mistral	5idx	134 tok/s	$0.1	128K

Rankings based on live benchmark data. Quality = composite intelligence index. Value = quality index / input cost per 1M tokens. Latency = time to first token.

Data by Artificial Analysis

How to Use the LLM Leaderboard

1
Choose a ranking metric
Switch between Quality, Speed, and Value tabs to rank models by the metric that matters most to your use case.
2
Filter by provider
Use the provider buttons to focus on specific vendors. Compare only OpenAI models, or pit Anthropic against Google.
3
Explore the scatter chart
The interactive quality-vs-price chart plots every model so you can visually identify the best value picks.

Why Use This Leaderboard

Three ranking modes (Quality, Speed, and Value) for different decision criteria
Benchmark data from Artificial Analysis, refreshed every 6 hours
Interactive scatter chart plotting quality against cost for visual comparison
Provider filtering to narrow the field to vendors you're evaluating
Includes output speed (tokens/sec) and time-to-first-token for latency planning

Common Use Cases

Model selection

Find the highest-quality model within your budget by sorting on the Value tab.

Latency optimization

Sort by Speed to find the fastest models for real-time applications like chat or autocomplete.

Benchmark tracking

Check back regularly to see how new model releases stack up against existing options.

Stakeholder reporting

Use the scatter chart to show leadership why a specific model offers the best quality-to-cost ratio.

Related Tools

Token Counter

Count tokens and see per-request costs.

API Pricing

Full pricing table for all models.

Compare Models

Side-by-side model comparison.

Cost Calculator

Estimate monthly API spend.

Frequently Asked Questions

Common questions about the LLM leaderboard