LLM API Providers Leaderboard - Comparison of over 100 LLM endpoints

Comparison and ranking of API provider performance for over 100 AI LLM Model endpoints across performance key metrics including price, output speed, latency, context window & others. For more details including relating to our methodology, see our FAQs.

API providers compared: OpenAI, Playground AI, Mistral, Ideogram, Microsoft Azure, Amazon Bedrock, Hyperbolic, Groq, Together.ai, Anthropic, Black Forest Labs, Perplexity, Google, Fireworks, Cerebras, Recraft AI, Cohere, Upstage, Simplismart, Speechmatics, Deepinfra, , Replicate, Genmo, Nebius, Adobe, Runpod, Rev AI, AssemblyAI, fal.ai, DeepSeek, Reka AI, Deepgram, Gladia, Baseten, Stability.ai, Midjourney, Databricks, ElevenLabs, IBM, SambaNova, xAI, Cartesia, LMNT, 01.AI, and AI21 Labs.

	Features		Price	Output tokens/s	Latency
						Further Analysis
o1-preview	128k	85	$26.25	36.9	27.96
o1-mini	128k	82	$5.25	77.1	13.11
GPT-4o (Aug '24)	128k	77	$4.38	82.0	0.40
GPT-4o (Aug '24)	128k	77	$4.38	100.8	0.79
GPT-4o (May '24)	128k	77	$7.50	81.0	0.39
GPT-4o (May '24)	128k	77	$7.50	114.9	0.76
GPT-4o mini	128k	71	$0.26	85.9	0.39
GPT-4o mini	128k	71	$0.26	163.2	0.67
Llama 3.1 405B	128k	72	$9.50	18.6	0.89
Llama 3.1 405B	128k	74	$4.00	16.6	0.89
Llama 3.1 405B	128k	72	$7.99	13.0	1.77
Llama 3.1 405B Base	128k	72	$1.50	33.7	0.83
Llama 3.1 405B Vertex	128k	72	$7.75	29.5	0.42
Llama 3.1 405B	128k	72	$8.00	17.0	0.54
Llama 3.1 405B	128k	72	$3.00	78.1	0.55
Llama 3.1 405B	33k	72	$1.79	18.6	0.53
Llama 3.1 405B	8k	74	$6.25	166.2	1.51
Llama 3.1 405B Turbo	128k	72	$3.50	79.7	0.70
Llama 3.2 90B (Vision)	128k	67	$2.00	40.4	0.49
Llama 3.2 90B (Vision) Vertex	128k	67	$0.00	35.6	0.21
Llama 3.2 90B (Vision)	128k	66	$0.90	48.6	0.43
Llama 3.2 90B (Vision)	8k	67	$0.36	32.3	0.32
Llama 3.2 90B (Vision)	8k	67	$0.90	250.3	0.35
Llama 3.2 90B (Vision) Turbo	128k	66	$1.20	54.8	0.34
Llama 3.1 70B	8k	66	$0.60	2,115.0	0.36
Llama 3.1 70B	128k	66	$0.40	30.9	0.68
Llama 3.1 70B	128k	65	$0.99	31.3	0.68
Llama 3.1 70B Base	128k	65	$0.20	43.8	0.70
Llama 3.1 70B Fast	128k	65	$0.38	71.3	0.66
Llama 3.1 70B Vertex	128k	65	$0.00	72.0	0.28
Llama 3.1 70B	128k	65	$2.90	28.2	0.56
Llama 3.1 70B	128k	65	$0.90	138.4	0.32
Llama 3.1 70B (Turbo, FP8)	128k	65	$0.32	35.6	0.28
Llama 3.1 70B	128k	65	$0.36	32.7	0.31
Llama 3.1 70B	128k	66	$0.64	250.2	0.35
Llama 3.1 70B (Spec decoding)	8k	66	$0.69	1,668.8	0.36
Llama 3.1 70B	64k	65	$0.75	455.4	0.56
Llama 3.1 70B	128k	65	$1.00	49.6	0.35
Llama 3.1 70B Turbo	128k	65	$0.88	116.7	0.47
Llama 3.1 70B	128k	64	$0.90	114.0	0.46
Llama 3.2 11B (Vision)	128k	53	$0.35	135.0	0.35
Llama 3.2 11B (Vision)	128k	54	$0.20	118.0	0.29
Llama 3.2 11B (Vision)	128k	53	$0.06	75.7	0.21
Llama 3.2 11B (Vision)	8k	54	$0.18	751.0	0.26
Llama 3.2 11B (Vision) Turbo	128k	54	$0.18	147.3	0.31
Llama 3.1 8B	8k	53	$0.10	2,206.0	0.37
Llama 3.1 8B	128k	54	$0.10	112.8	0.49
Llama 3.1 8B	128k	53	$0.22	90.3	0.37
Llama 3.1 8B Fast	128k	53	$0.04	183.2	0.57
Llama 3.1 8B Base	128k	53	$0.03	65.9	0.60
Llama 3.1 8B Vertex	128k	53	$0.00	120.0	0.19
Llama 3.1 8B	128k	53	$0.38	58.0	0.40
Llama 3.1 8B	128k	53	$0.20	268.9	0.26
Llama 3.1 8B	128k	53	$0.06	78.0	0.21
Llama 3.1 8B	128k	53	$0.06	750.4	0.26
Llama 3.1 8B	16k	52	$0.13	1,116.9	0.42
Llama 3.1 8B	128k	53	$0.20	157.2	0.36
Llama 3.1 8B Turbo	128k	52	$0.18	154.8	0.36
Llama 3.1 8B	128k	52	$0.15	342.1	0.41
Llama 3.2 3B	128k	36	$0.10	202.2	0.50
Llama 3.2 3B	128k	47	$0.15	143.9	0.40
Llama 3.2 3B	128k	47	$0.10	262.1	0.28
Llama 3.2 3B	128k	47	$0.04	94.3	0.26
Llama 3.2 3B	8k	47	$0.06	1,687.3	0.31
Llama 3.2 3B	4k	47	$0.10	1,559.1	0.35
Llama 3.2 3B Turbo	128k	47	$0.06	128.7	0.34
Llama 3.2 1B	128k	29	$0.10	314.0	0.34
Llama 3.2 1B	128k	26	$0.10	553.9	0.32
Llama 3.2 1B	128k	27	$0.01	164.1	0.26
Llama 3.2 1B	8k	27	$0.04	3,315.0	0.48
Llama 3.2 1B	4k	27	$0.05	2,480.0	0.32
Gemini 1.5 Pro (Sep) (Vertex)	2m	80	$2.19	58.3	0.45
Gemini 1.5 Pro (Sep) (AI Studio)	2m	80	$2.19	59.8	0.81
Gemini 1.5 Flash (Sep) (Vertex)	1m	68	$0.13	188.0	0.24
Gemini 1.5 Flash (Sep) (AI Studio)	1m	68	$0.13	190.3	0.40
Gemma 2 27B	8k	61	$0.80	49.3	0.52
Gemma 2 9B Fast	8k	47	$0.04	179.5	0.55
Gemma 2 9B Base	8k	47	$0.03	165.7	0.53
Gemma 2 9B	8k	48	$0.06	50.4	0.35
Gemma 2 9B	8k	45	$0.20	664.2	0.19
Gemma 2 9B	8k	48	$0.30	97.1	0.40
Gemini 1.5 Pro (May) (Vertex)	2m	72	$5.25	64.3	0.43
Gemini 1.5 Pro (May) (AI Studio)	2m	72	$5.25	61.6	0.85
Gemini 1.5 Flash (May) (Vertex)	1m		$0.13	310.6	0.26
Gemini 1.5 Flash (May) (AI Studio)	1m		$0.13	312.0	0.34
Gemini 1.5 Flash-8B AI Studio	1m		$0.07	283.8	0.35
Claude 3.5 Sonnet (Oct)	200k	80	$6.00	47.6	1.00
Claude 3.5 Sonnet (Oct) Vertex	200k	80	$6.00	60.2	0.75
Claude 3.5 Sonnet (Oct)	200k	80	$6.00	59.5	0.80
Claude 3.5 Sonnet (June)	200k	77	$6.00	49.1	0.95
Claude 3.5 Sonnet (June) Vertex	200k	77	$6.00	60.5	0.74
Claude 3.5 Sonnet (June)	200k	77	$6.00	59.5	1.02
Claude 3 Opus	200k	70	$30.00	27.3	1.62
Claude 3 Opus Vertex	200k	70	$30.00	28.1	3.23
Claude 3 Opus	200k	70	$30.00	26.9	2.60
Claude 3.5 Haiku	200k	69	$2.00	60.1	0.81
Claude 3.5 Haiku Vertex	200k	69	$2.00	68.6	0.99
Claude 3.5 Haiku	200k	69	$2.00	67.0	1.00
Claude 3 Haiku	200k	54	$0.50	118.6	0.47
Claude 3 Haiku	200k	54	$0.50	135.4	0.50
Mistral Large (Nov '24)	128k	74	$3.00	34.6	0.49
Mistral Large 2 (Jul '24)	128k	73	$3.00	32.6	0.47
Mistral Large 2 (Jul '24)	128k	73	$3.00	33.9	0.48
Mistral Large 2 (Jul '24)	128k	73	$3.00	56.3	0.41
Pixtral Large	128k	73	$3.00	34.0	0.58
Mixtral 8x22B	65k	62	$3.00	65.6	0.45
Mixtral 8x22B Base	65k	62	$0.60	86.4	0.71
Mixtral 8x22B Fast	65k	62	$1.05	96.2	0.71
Mixtral 8x22B	65k	61	$1.20	83.1	0.29
Mixtral 8x22B	65k	60	$1.20	61.0	0.81
Mistral Small (Sep '24)	128k	60	$0.30	55.7	0.47
Pixtral 12B	128k	56	$0.15	67.6	0.40
Pixtral 12B	128k	57	$0.10	75.2	0.51
Ministral 8B	128k	53	$0.10	136.0	0.42
Mistral NeMo	128k	52	$0.15	119.7	0.40
Mistral NeMo Fast	128k	53	$0.12	155.4	0.56
Mistral NeMo Base	128k	53	$0.06	52.1	0.64
Mistral NeMo	128k	53	$0.13	53.0	0.25
Ministral 3B	128k	51	$0.04	210.5	0.41
Mixtral 8x7B	33k	44	$0.70	87.4	0.44
Mixtral 8x7B	33k	42	$0.51	78.2	0.35
Mixtral 8x7B Fast	33k	43	$0.23	156.2	0.55
Mixtral 8x7B Base	33k	43	$0.12	130.2	0.54
Mixtral 8x7B	33k	42	$0.50	101.0	0.24
Mixtral 8x7B	33k	43	$0.24	43.1	0.30
Mixtral 8x7B	33k	45	$0.24	551.7	0.24
Mixtral 8x7B	33k	40	$0.60	86.6	0.36
Codestral-Mamba	256k	36	$0.25	94.8	0.58
Command-R+	128k	56	$6.00	44.0	0.52
Command-R+	128k	56	$4.38	70.8	0.29
Command-R	128k	51	$0.75	108.0	0.35
Command-R	128k	51	$0.26	116.1	0.22
Command-R+ (Apr '24)	128k	46	$6.00	43.3	0.52
Command-R+ (Apr '24)	128k	48	$6.00	66.5	0.30
Command-R+ (Apr '24)	128k	44	$6.00	45.7	0.70
Command-R (Mar '24)	128k	36	$0.75	108.1	0.35
Command-R (Mar '24)	128k	36	$0.75	163.7	0.21
Command-R (Mar '24)	128k	36	$0.75	103.4	0.52
Aya Expanse 32B	8k		$0.75	121.4	0.22
Aya Expanse 8B	8k		$0.75	137.7	0.26
Sonar 3.1 Large	131k		$1.00	57.9	0.36
Sonar 3.1 Small	131k		$0.20	143.3	0.35
Grok Beta	8k	70	$7.50	57.2	0.48
Phi-3 Medium 14B	128k		$0.30	45.0	0.44
Solar Pro	4k	61	$0.25	51.6	1.21
Solar Mini	4k	48	$0.15	84.9	1.13
DBRX	33k	48	$1.20	82.9	0.35
Llama 3.1 Nemotron 70B Base	128k	70	$0.20	47.6	0.63
Llama 3.1 Nemotron 70B Fast	128k	70	$0.38	69.7	0.62
Llama 3.1 Nemotron 70B	128k	70	$0.36	23.9	0.33
Reka Flash	128k	58	$0.35	32.8	1.23
Reka Core	128k	57	$2.00	14.9	1.13
Reka Flash (Feb '24)	128k	46	$0.35	31.2	0.89
Reka Edge	64k	30	$0.10	35.2	0.92
Jamba 1.5 Large	256k	64	$3.50	51.0	0.70
Jamba 1.5 Mini	256k	46	$0.25	82.5	0.49
DeepSeek-Coder-V2	128k	67	$0.17	16.4	1.06
DeepSeek-V2	128k	66	$0.17	16.4	1.07
DeepSeek-V2.5	64k	66	$0.17	16.5	1.08
DeepSeek-V2.5	128k	66	$2.00	7.5	0.85
Qwen2.5 72B	131k	75	$0.40	47.0	0.60
Qwen2.5 72B	131k	75	$0.20	46.0	0.64
Qwen2.5 72B Fast	131k	75	$0.38	67.2	0.56
Qwen2.5 72B	131k	75	$0.90	52.6	0.46
Qwen2.5 72B	33k	75	$0.36	21.5	0.41
Qwen2.5 72B	131k	75	$1.20	74.0	0.54
Qwen2.5 Coder 32B	131k	70	$0.20	35.2	0.52
Qwen2.5 Coder 32B	33k	70	$0.90	98.1	0.32
Qwen2.5 Coder 32B	33k	70	$0.18	54.7	0.28
Qwen2.5 Coder 32B	131k	70	$0.80	59.4	0.51
Qwen2 72B	33k	69	$0.36	21.5	0.38
Qwen2 72B	33k	69	$0.90	62.3	0.42
Yi-Large	32k	58	$3.00	67.1	0.44
GPT-4 Turbo	128k	74	$15.00	35.0	0.59
GPT-4 Turbo	128k	74	$15.00	45.3	1.60
GPT-3.5 Turbo	16k	53	$0.75	98.5	0.39
GPT-3.5 Turbo	16k	52	$0.75	121.0	0.68
GPT-3.5 Turbo Instruct	4k		$1.63	108.4	0.66
GPT-4	8k		$37.50	23.8	0.65
Llama 3 70B	8k	62	$1.18	46.5	0.35
Llama 3 70B	8k	62	$0.40	31.8	1.19
Llama 3 70B	8k	62	$2.86	43.7	0.44
Llama 3 70B	8k	61	$2.90	18.3	0.78
Llama 3 70B	8k	62	$0.90	113.7	0.29
Llama 3 70B	8k	62	$0.36	22.6	0.36
Llama 3 70B	8k	62	$0.64	349.9	0.21
Llama 3 70B (Reference, FP16)	8k	62	$0.90	109.0	0.55
Llama 3 70B (Turbo, FP8)	8k	62	$0.88	45.1	0.41
Llama 3 8B	8k	45	$0.10	57.7	0.34
Llama 3 8B	8k	46	$0.38	101.8	0.32
Llama 3 8B	8k	45	$0.38	73.8	0.47
Llama 3 8B	8k	46	$0.20	153.7	0.30
Llama 3 8B	8k	46	$0.06	122.5	0.20
Llama 3 8B	8k	46	$0.06	1,198.9	0.26
Llama 3 8B	8k	46	$0.20	217.9	0.39
Llama 2 Chat 13B	4k	25	$0.30	53.1	0.48
Llama 2 Chat 7B	4k		$0.10	123.8	0.33
Gemini 1.0 Pro (AI Studio)	33k		$0.75	102.5	1.26
Claude 3 Sonnet	200k	57	$6.00	60.2	0.76
Claude 3 Sonnet	200k	57	$6.00	62.8	1.14
Mistral Large (Feb '24)	33k	57	$6.00	33.5	0.46
Mistral Large (Feb '24)	33k	56	$6.00	36.2	0.41
Mistral Large (Feb '24)	33k	55	$6.00	39.4	0.56
Mistral Small (Feb '24)	33k	50	$1.50	59.4	0.43
Mistral Small (Feb '24)	33k	50	$1.50	53.0	0.44
Mistral 7B	33k	22	$0.25	131.3	0.42
Mistral 7B	33k	24	$0.16	93.5	0.33
Mistral 7B	33k	24	$0.06	93.0	0.21
Mistral 7B	8k	24	$0.20	111.8	0.31
Codestral	33k		$0.30	80.9	0.43
Mistral Medium	33k		$4.09	44.5	0.45
OpenChat 3.5	8k	43	$0.06	74.8	0.32
Jamba Instruct	256k	28	$0.55	75.5	0.53

Key definitions

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Artificial Analysis Quality Index: Average result across our evaluations covering different dimensions of model intelligence. Currently includes MMLU, GPQA, Math & HumanEval. OpenAI o1 model figures are preliminary and are based on figures stated by OpenAI. See methodology for more details.

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

Output Speed: Tokens per second received while the model is generating tokens (ie. after first chunk has been received from the API for models which support streaming).

Latency: Time to first token of tokens received, in seconds, after API request sent. For models which do not support streaming, this represents time to receive the completion.

Price: Price per token, represented as USD per million Tokens. Price is a blend of Input & Output token prices (3:1 ratio).

Output price: Price per token generated by the model (received from the API), represented as USD per million Tokens.

Input price: Price per token included in the request/message sent to the API, represented as USD per million Tokens.

Time period: Metrics are 'live' and are based on the past 14 days of measurements, measurements are taken 8 times a day for single requests and 2 times per day for parallel requests.