Best Coding AI Models 2026

A definitive ranking of the top coding LLMs and AI models optimized for your specific use cases.

Model	Intelligence	MMLU Pro	Context	GPQA	TTFT (s)	Speed (T/s)	Input Price (1M)	Output Price (1M)
Prime Intellect: INTELLECT-3 prime-intellect	22.1	82.2%	131K	76.1%	-	-	$0.00	$0.00
AllenAI: Olmo 3 32B Think allenai	12.0	75.9%	66K	61.0%	-	-	$0.00	$0.00
DeepSeek-Coder-V2 DeepSeek	10.6	-	128K	-	-	-	$0.00	$0.00
NVIDIA: Llama 3.3 Nemotron Super 49B V1.5 nvidia	-	-	131K	-	-	-	$0.10	$0.40
Qwen2.5 Coder Instruct 32B Alibaba	12.9	63.5%	33K	41.7%	-	-	$0.20	$0.20
Qwen2.5 Coder Instruct 7B Alibaba	10.0	47.3%	33K	33.9%	-	-	$0.00	$0.00
Qwen: Qwen2.5 VL 32B Instruct qwen	-	-	128K	-	-	-	$0.20	$0.60
Qwen2.5 Coder 32B Instruct qwen	-	-	33K	-	-	-	$0.20	$0.20
Mistral Large mistralai	9.9	51.5%	128K	35.1%	-	-	$4.00	$12.00
Mistral: Mistral Small 3.1 24B mistralai	-	-	128K	-	-	-	$0.35	$0.56
OpenAI: GPT-3.5 Turbo openai	-	-	16K	-	0.34	89	$0.50	$1.50
Anthropic: Claude Sonnet 4 anthropic	-	-	1000K	-	-	-	$3.00	$15.00
Arcee AI: Maestro Reasoning arcee-ai	-	-	131K	-	-	-	$0.90	$3.30
Arcee AI: Virtuoso Large arcee-ai	-	-	131K	-	-	-	$0.75	$1.20
Arcee AI: Coder Large arcee-ai	-	-	33K	-	-	-	$0.50	$0.80
Llama Guard 3 8B meta-llama	-	-	131K	-	-	-	$0.02	$0.06
DeepSeek: R1 Distill Qwen 32B deepseek	17.2	73.9%	33K	61.5%	0.24	57	$0.27	$0.27
DeepSeek: R1 Distill Llama 70B deepseek	16.0	79.5%	131K	40.2%	0.85	58	$0.70	$1.05
DeepSeek Coder V2 Lite Instruct DeepSeek	8.5	42.9%	128K	31.9%	-	-	$0.00	$0.00
OpenAI: o1 openai	30.7	84.1%	200K	74.7%	18.72	144	$15.00	$60.00
Nous: Hermes 3 405B Instruct nousresearch	-	-	131K	-	-	-	$1.00	$1.00
Mistral Large 2407 mistralai	13.0	68.3%	131K	47.2%	-	-	$2.00	$6.00
Auto Router openrouter	-	-	2000K	-	-	-	$-1000000.00	$-1000000.00
AllenAI: Olmo 3.1 32B Think allenai	-	-	66K	-	0.54	76	$0.15	$0.50
Kwaipilot: KAT-Coder-Pro V1 kwaipilot	-	-	256K	-	1.98	56	$0.21	$0.83
Qwen: Qwen3 Next 80B A3B Thinking qwen	-	-	128K	-	-	-	$0.15	$1.20
Qwen: Qwen3 Next 80B A3B Instruct qwen	20.1	81.9%	262K	73.8%	1.06	131	$0.50	$2.00
OpenAI: GPT Audio openai	-	-	128K	-	-	-	$2.50	$10.00
OpenAI: GPT Audio Mini openai	-	-	128K	-	-	-	$0.60	$2.40
Relace: Relace Search relace	-	-	256K	-	-	-	$1.00	$3.00
EssentialAI: Rnj 1 Instruct essentialai	-	-	33K	-	-	-	$0.15	$0.15
Body Builder (beta) openrouter	-	-	128K	-	-	-	$-1000000.00	$-1000000.00
Google: Gemini 3.1 Pro Preview google	-	-	1049K	-	35.19	92	$2.00	$12.00
MiniMax: MiniMax M2 minimax	36.0	82.0%	197K	77.7%	2.46	52	$0.30	$1.20
Qwen: Qwen3.5 397B A17B qwen	-	-	262K	-	1.44	74	$0.55	$3.50
Doubao Seed Code ByteDance Seed	33.5	85.4%	262K	76.4%	-	-	$0.00	$0.00
Qwen: Qwen3 14B qwen	-	-	41K	-	0.98	53	$0.06	$0.24
Qwen: Qwen3 235B A22B qwen	-	-	131K	-	1.14	40	$0.46	$1.82
OpenAI: GPT-4.1 openai	-	-	1048K	-	0.52	86	$2.00	$8.00
Google: Gemini 3.1 Pro Preview Custom Tools google	-	-	1049K	-	-	-	$2.00	$12.00
Qwen: Qwen3 Coder Next qwen	28.1	-	262K	73.7%	0.84	111	$0.20	$1.20
Z.ai: GLM 5 z-ai	49.6	-	205K	82.0%	1.31	68	$1.00	$3.20
Mistral: Devstral 2 2512 mistralai	-	-	262K	-	-	-	$0.40	$2.00
Google: Gemini 3 Pro Preview google	-	-	1049K	-	-	-	$2.00	$12.00
Z.ai: GLM 4.7 z-ai	-	-	203K	-	-	-	$0.30	$1.40
Amazon: Nova 2 Lite amazon	-	-	1000K	-	-	-	$0.30	$2.50
Qwen: Qwen3 Coder Plus qwen	-	-	1000K	-	-	-	$1.00	$5.00
Mistral: Devstral Small 1.1 mistralai	15.2	62.2%	131K	41.4%	0.40	233	$0.10	$0.30
GPT-5.1 Codex (high)New OpenAI	42.2	86.0%	400K	86.0%	15.42	250	$1.25	$10.00
Qwen: Qwen3 VL 235B A22B Thinking qwen	-	-	131K	-	-	-	$0.00	$0.00
Qwen: Qwen3 VL 235B A22B Instruct qwen	20.6	82.3%	262K	71.2%	1.14	43	$0.70	$2.80
Qwen: Qwen3 Coder 30B A3B Instruct qwen	20.0	70.6%	160K	51.6%	1.46	21	$0.45	$2.25
Qwen: Qwen3 30B A3B Instruct 2507 qwen	-	-	262K	-	-	-	$0.09	$0.30
Qwen: Qwen3 Coder Flash qwen	-	-	1000K	-	-	-	$0.30	$1.50
Qwen: Qwen3 235B A22B Thinking 2507 qwen	-	-	131K	-	-	-	$0.00	$0.00
Z.ai: GLM 4.6 z-ai	-	-	203K	-	-	-	$0.35	$1.71
Qwen: Qwen3 Coder 480B A35B qwen	-	-	262K	-	-	-	$0.22	$1.00
Qwen: Qwen3 Coder 480B A35B (exacto) qwen	-	-	262K	-	-	-	$0.22	$1.80
Qwen: Qwen3 235B A22B Instruct 2507 qwen	-	-	262K	-	-	-	$0.07	$0.10
Mistral: Devstral Medium mistralai	18.6	70.8%	131K	49.2%	0.43	106	$0.40	$2.00
Inception: Mercury Coder inception	-	-	128K	-	-	-	$0.25	$1.00
OpenAI: o4 Mini High openai	-	-	200K	-	-	-	$1.10	$4.40
OpenAI: o3 openai	38.3	85.3%	200K	82.7%	22.75	105	$2.00	$8.00
OpenAI: o4 Mini openai	33.0	83.2%	200K	78.4%	60.35	116	$1.10	$4.40
GPT-5.2 Codex (xhigh)New OpenAI	49.0	-	400K	89.9%	30.08	85	$1.75	$14.00
Devstral Small (May '25)New Mistral	18.0	63.2%	131K	43.4%	-	-	$0.10	$0.30
MoonshotAI: Kimi K2 ThinkingNew moonshotai	40.7	84.8%	131K	83.8%	0.65	72	$0.60	$2.50
GPT-5 Codex (high)New OpenAI	44.5	86.5%	400K	83.7%	12.34	305	$1.25	$10.00
Devstral Small (Jul '25)New Mistral	15.2	62.2%	131K	41.4%	0.40	233	$0.10	$0.30
xAI: Grok Code Fast 1New x-ai	28.7	79.3%	256K	72.7%	7.16	268	$0.20	$1.50
OpenAI: GPT-5.3-CodexNew openai	-	-	400K	-	-	-	$1.75	$14.00
Anthropic: Claude Sonnet 4.6New anthropic	-	-	1000K	-	-	-	$3.00	$15.00
Anthropic: Claude Opus 4.6New anthropic	-	-	1000K	-	-	-	$5.00	$25.00
OpenAI: GPT-5.2-CodexNew openai	-	-	400K	-	-	-	$1.75	$14.00
OpenAI: GPT-5.1-Codex-MaxNew openai	-	-	400K	-	-	-	$1.25	$10.00
OpenAI: GPT-5.1-CodexNew openai	-	-	400K	-	-	-	$1.25	$10.00
GPT-5.1 Codex mini (high)New OpenAI	38.5	82.0%	400K	81.3%	11.62	149	$0.25	$2.00
Devstral 2New Mistral	22.0	76.2%	131K	59.4%	0.39	77	$0.00	$0.00
Devstral Small 2New Mistral	19.3	67.8%	131K	53.2%	0.38	201	$0.00	$0.00
Qwen3 Coder 480B A35B InstructNew Alibaba	24.6	78.8%	262K	61.8%	1.61	44	$1.50	$7.50
OpenAI: GPT-5 ProNew openai	-	-	400K	-	-	-	$15.00	$120.00
OpenAI: GPT-5.1-Codex-MiniNew openai	-	-	400K	-	-	-	$0.25	$2.00
OpenAI: GPT-5 ImageNew openai	-	-	400K	-	-	-	$10.00	$10.00
OpenAI: GPT-5New openai	44.6	87.1%	400K	85.4%	103.29	91	$1.25	$10.00
OpenAI: GPT-5 CodexNew openai	44.5	86.5%	400K	83.7%	12.34	305	$1.25	$10.00
DeepSeek: DeepSeek V3.1 Terminus (exacto)New deepseek	-	-	164K	-	-	-	$0.21	$0.79
DeepSeek: DeepSeek V3.1 TerminusNew deepseek	-	-	164K	-	-	-	$0.21	$0.79
MoonshotAI: Kimi K2 0905New moonshotai	30.8	81.9%	131K	76.7%	0.50	63	$0.99	$2.50
MoonshotAI: Kimi K2 0905 (exacto)New moonshotai	-	-	262K	-	-	-	$0.60	$2.50
DeepSeek: DeepSeek V3.1New deepseek	-	-	33K	-	-	-	$0.15	$0.75
Z.ai: GLM 4.6 (exacto) z-ai	-	-	205K	-	-	-	$0.44	$1.76
Anthropic: Claude Sonnet 4.5 anthropic	-	-	1000K	-	-	-	$3.00	$15.00
MoonshotAI: Kimi K2 0711New moonshotai	26.2	82.4%	131K	76.6%	0.56	41	$0.60	$2.50
Relace: Relace Apply 3 relace	-	-	256K	-	-	-	$0.85	$1.25
Qwen: Qwen2.5 Coder 7B Instruct qwen	-	-	33K	-	-	-	$0.03	$0.09
Meta: Llama 4 MaverickNew meta-llama	18.3	80.9%	1049K	67.1%	0.51	115	$0.31	$0.85
Meta: Llama 4 ScoutNew meta-llama	13.5	75.2%	328K	58.7%	0.46	154	$0.18	$0.66
Anthropic: Claude Opus 4.1 anthropic	-	-	200K	-	-	-	$15.00	$75.00
Cohere: Command R (08-2024) cohere	-	-	128K	-	-	-	$0.15	$0.60
Nous: Hermes 3 70B Instruct nousresearch	-	-	66K	-	-	-	$0.30	$0.30
Mistral: Codestral 2508 mistralai	-	-	256K	-	-	-	$0.30	$0.90
Z.ai: GLM 4.5 z-ai	26.2	83.5%	131K	78.2%	0.90	40	$0.49	$1.90
OpenAI: GPT-3.5 Turbo (older v0613) openai	-	-	4K	-	-	-	$1.00	$2.00
Nous: Hermes 4 405B nousresearch	-	-	131K	-	-	-	$1.00	$3.00
Z.ai: GLM 4 32B z-ai	-	-	128K	-	-	-	$0.10	$0.10
Morph: Morph V3 Large morph	-	-	262K	-	-	-	$0.90	$1.90
Morph: Morph V3 Fast morph	-	-	82K	-	-	-	$0.80	$1.20
EleutherAI: Llemma 7b eleutherai	-	-	4K	-	-	-	$0.80	$1.20
AlfredPros: CodeLLaMa 7B Instruct Solidity alfredpros	-	-	4K	-	-	-	$0.80	$1.20