Coding Leaderboard

Top 20 models ranked by coding index

Rank	Model	Creator	Coding Index	Price/1M	Speed
🥇	GPT-5.4 (xhigh) OpenAI	OpenAI	57.3	$5.63	76 tok/s
🥈	Gemini 3.1 Pro Preview Google	Google	55.5	$4.50	115 tok/s
🥉	GPT-5.3 Codex (xhigh) OpenAI	OpenAI	53.1	$4.81	72 tok/s
4	GPT-5.4 mini (xhigh) OpenAI	OpenAI	51.5	$1.69	249 tok/s
5	Claude Sonnet 4.6 (Adaptive Reasoning, Max Effort) Anthropic	Anthropic	50.9	$6.00	68 tok/s
6	GPT-5.2 (xhigh) OpenAI	OpenAI	48.7	$4.81	64 tok/s
7	Claude Opus 4.6 (Adaptive Reasoning, Max Effort) Anthropic	Anthropic	48.1	$10.00	55 tok/s
8	Claude Opus 4.5 (Reasoning) Anthropic	Anthropic	47.8	$10.00	59 tok/s
9	Claude Opus 4.6 (Non-reasoning, High Effort) Anthropic	Anthropic	47.6	$10.00	46 tok/s
10	Gemini 2.5 Pro Preview (Mar' 25) Google	Google	46.7	$0.00	—
11	Gemini 3 Pro Preview (high) Google	Google	46.5	$4.50	112 tok/s
12	Claude Sonnet 4.6 (Non-reasoning, High Effort) Anthropic	Anthropic	46.4	$6.00	49 tok/s
13	GPT-5.1 (high) OpenAI	OpenAI	44.7	$3.44	89 tok/s
14	GLM-5 (Reasoning) Z AI	Z AI	44.2	$1.55	82 tok/s
15	GPT-5.2 (medium) OpenAI	OpenAI	44.2	$4.81	—
16	GPT-5.4 nano (xhigh) OpenAI	OpenAI	43.9	$0.46	211 tok/s
17	GPT-5.2 Codex (xhigh) OpenAI	OpenAI	43.0	$4.81	89 tok/s
18	Claude Sonnet 4.6 (Non-reasoning, Low Effort) Anthropic	Anthropic	43.0	$6.00	47 tok/s
19	Claude Opus 4.5 (Non-reasoning) Anthropic	Anthropic	42.9	$10.00	52 tok/s
20	Gemini 3 Flash Preview (Reasoning) Google	Google	42.6	$1.13	190 tok/s