GPT-6 Astra vs. GLM-5.3：发布比较

GPT-6 Astra 与 GLM-5.3 发布比较：分别包含 5 个和 2 个模型，各自具有不同的智能、性能与价格特征。下方对全部 7 个模型的关键指标进行了比较。

智能方面，GPT-6 Astra 得分最高：GPT-6 Astra (Max)（53），GLM-5.3 为 GLM-5.3 (Max)（45）。
输出速度方面，GLM-5.3 最快：GLM-5.3 (Low)（70 token/秒），GPT-6 Astra 为 GPT-6 Astra (Max)（44 token/秒）。
单任务成本方面，GPT-6 Astra 最低：GPT-6 Astra (Low)（$0.82），GLM-5.3 为 GLM-5.3 (Low)（$0.85）。

比较的发布


	GPT-6 Astra (max)	GPT-6 Astra (xhigh)	GPT-6 Astra (high)	GPT-6 Astra (medium)	GPT-6 Astra (low)	GLM-5.3 (max)	GLM-5.3 (low)
Intelligence Index	53	52	51	50	46	45	34
财务与会计	55	54	53	52	49	45	35
战略与运营	57	57	55	54	50	48	39
法律	59	58	58	57	53	42	33
医疗与健康	52	--	--	--	--	47	--
工程	55	55	53	52	48	47	38
经济学	60	59	58	58	55	51	41
AA-Briefcase v1.1	1570	1547	1507	1461	1257	1508	1187
GDPval-AA v2.1	1573	1556	1523	1486	1389	1650	1322
AutomationBench-AA	68.5%	67.2%	66.6%	64.6%	59.1%	62.2%	52.0%
Terminal-Bench 4.0	59.1%	59.6%	54.0%	49.5%	41.9%	41.9%	34.8%
SciCode	56.5%	55.7%	55.4%	54.2%	54.1%	59.0%	42.0%
Humanity's Last Exam	54.7%	54.6%	53.1%	52.7%	49.2%	42.3%	36.6%
GDP.pdf	31.0%	32.2%	31.0%	30.4%	30.4%	11.2%	8.8%
CritPt	31.7%	31.4%	28.9%	29.1%	26.3%	19.1%	14.6%
AA-Omniscience	43	43	44	42	41	14	−8
AA-LCR v1.1	80.7%	80.0%	80.0%	79.7%	80.0%	79.7%	72.7%

每任务成本美元	$3.26	$2.31	$1.73	$1.54	$0.82	$2.01	$0.85
输入价格美元/100 万 Token	$10.00	$10.00	$10.00	$10.00	$10.00	$1.40	$1.40
输出价格美元/100 万 Token	$50.00	$50.00	$50.00	$50.00	$50.00	$4.40	$4.40
缓存命中价格美元/100 万 Token	$1.00	$1.00	$1.00	$1.00	$1.00	$0.26	$0.26
缓存写入价格美元/100 万 Token	$12.50	$12.50	$12.50	$12.50	$12.50	--	--

输出速度Token/秒	44	44	43	44	42	61	70
首 Token 延迟秒	288.16	184.97	70.91	6.30	3.37	3.41	3.28
首个回答 Token 时间秒	288.16	184.97	70.91	6.30	3.37	36.15	31.77
端到端响应时间秒	299.56	196.38	82.65	17.72	15.20	44.34	38.90
每任务耗时秒	621.96	387.45	278.71	214.57	104.95	764.40	426.17

上下文窗口	1M	1M	1M	1M	1M	1M	1M
开发商	OpenAI	OpenAI	OpenAI	OpenAI	OpenAI	Z AI	Z AI
许可证	专有	专有	专有	专有	专有	开放	开放
输入模态	支持：文本和图像	支持：文本和图像	支持：文本和图像	支持：文本和图像	支持：文本和图像	支持：文本	支持：文本
输出模态	支持：文本	支持：文本	支持：文本	支持：文本	支持：文本	支持：文本	支持：文本
服务商						+18

智能

Artificial Analysis Intelligence Index · Higher is better

速度

Output tokens per second · Higher is better

每任务成本

Weighted average cost (USD) per Intelligence Index task · Lower is better

智能

Artificial Analysis Intelligence Index

Artificial Analysis Intelligence Index v4.3.2 incorporates 10 evaluations: AA-Briefcase v1.1, GDPval-AA v2.1, AutomationBench-AA, Terminal-Bench 4.0, SciCode, Humanity's Last Exam, GDP.pdf, CritPt, AA-Omniscience, AA-LCR v1.1

Artificial Analysis Intelligence Index v4.3.2 includes: AA-Briefcase v1.1, GDPval-AA v2.1, AutomationBench-AA, Terminal-Bench 4.0, SciCode, Humanity's Last Exam, GDP.pdf, CritPt, AA-Omniscience, AA-LCR v1.1. See Intelligence Index methodology for further details, including a breakdown of each evaluation and how we run them.

Intelligence Index 与每项任务的成本

Artificial Analysis Intelligence Index · Weighted average cost (USD) per Artificial Analysis Intelligence Index task

Most attractive quadrant

GPT-6 Astra

GLM-5.3

Pareto line

AA-Briefcase v1.1

GDPval-AA v2.1

单任务成本（美元，对数刻度）

Weighted average cost per Intelligence Index task. Each evaluation’s cost is calculated from input, cache hit, cache write, reasoning, and answer token prices, divided by task count, and weighted by its Intelligence Index weight.

成本

每项 Intelligence Index 任务的成本

Weighted average cost (USD) per Intelligence Index task · Segmented by token type · Lower is better

速度与延迟

输出速度

Output tokens per second · Higher is better

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).

Figures represent performance of the model's first-party API or the median across providers where a first-party API is not available.

能力得分

能力指数

衡量模型在特定能力与行业中的表现

Finance & Accounting Index

Incorporates 7 evaluations: AA-Omniscience, GDPval-AA v2.1, AA-Briefcase v1.1, Humanity's Last Exam, AutomationBench-AA, AA-LCR v1.1, GDP.pdf · Higher is better

Strategy & Ops Index

Incorporates 6 evaluations: GDPval-AA v2.1, AA-Briefcase v1.1, AA-Omniscience, AutomationBench-AA, AA-LCR v1.1, GDP.pdf · Higher is better

Legal Index

Incorporates 7 evaluations: AA-Omniscience, GDPval-AA v2.1, AA-Briefcase v1.1, Humanity's Last Exam, AA-LCR v1.1, GDP.pdf, AutomationBench-AA · Higher is better

Healthcare & Medical Index

Incorporates 6 evaluations: AA-Omniscience, GDPval-AA v2.1, AA-Briefcase v1.1, MLCR-AA, Humanity's Last Exam, AutomationBench-AA · Higher is better

Engineering Index

Incorporates 6 evaluations: AA-Omniscience, Humanity's Last Exam, CritPt, GDPval-AA v2.1, AA-Briefcase v1.1, Terminal-Bench 4.0 · Higher is better

Economics Index

Incorporates 5 evaluations: AA-Omniscience, Humanity's Last Exam, GDPval-AA v2.1, AA-Briefcase v1.1, AA-LCR v1.1 · Higher is better

GPT-6 Astra vs. GLM-5.3：发布比较

智能

速度

每任务成本

智能

Artificial Analysis Intelligence Index

Artificial Analysis Intelligence Index

Intelligence Index 与每项任务的成本

Cost per Intelligence Index Task

Artificial Analysis Intelligence Index

成本

每项 Intelligence Index 任务的成本

Cost per Intelligence Index Task

速度与延迟

输出速度

Output Speed

Model Performance Representation

能力得分

能力指数