GPT-6 Astra vs. Gemma 4 E2B：发布比较

GPT-6 Astra 与 Gemma 4 E2B 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），Gemma 4 E2B 为 Gemma 4 E2B (Reasoning)（8）。

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)	Gemma 4 E2B	Gemma 4 E2B (non-reasoning)
Intelligence Index	53	52	51	50	46	8*	6*
财务与会计	55	54	53	52	49	--	--
战略与运营	57	57	55	54	50	--	--
法律	59	58	58	57	53	--	--
医疗与健康	52	--	--	--	--	--	--
工程	55	55	53	52	48	--	--
经济学	60	59	58	58	55	--	--
AA-Briefcase v1.1	1569	1544	1507	1459	1261	--	--
GDPval-AA v2.1	1542	1516	1485	1468	1366	−203	--
AutomationBench-AA	68.5%	67.2%	66.6%	64.6%	59.1%	--	--
Terminal-Bench 4.0	59.1%	59.6%	54.0%	49.5%	41.9%	--	--
SciCode	56.5%	55.7%	55.4%	54.2%	54.1%	--	--
Humanity's Last Exam	54.7%	54.6%	53.1%	52.7%	49.2%	4.8%	4.7%
GDP.pdf	31.0%	32.2%	31.0%	30.4%	30.4%	--	--
CritPt	31.7%	31.4%	28.9%	29.1%	26.3%	0.0%	0.0%
AA-Omniscience	43	43	44	42	41	−24	−60
AA-LCR v1.1	80.7%	80.0%	80.0%	79.7%	80.0%	16.3%	16.3%

每任务成本美元	$3.26	$2.31	$1.73	$1.54	$0.82	--	--
输入价格美元/100 万 Token	$10.00	$10.00	$10.00	$10.00	$10.00	--	--
输出价格美元/100 万 Token	$50.00	$50.00	$50.00	$50.00	$50.00	--	--
缓存命中价格美元/100 万 Token	$1.00	$1.00	$1.00	$1.00	$1.00	--	--
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	51	47	44	44	43	--	--
首 Token 延迟秒	326.68	205.74	65.56	6.21	2.86	--	--
首个回答 Token 时间秒	326.68	205.74	65.56	6.21	2.86	--	--
端到端响应时间秒	336.46	216.27	76.95	17.49	14.44	--	--
每任务耗时秒	527.79	359.75	265.21	213.89	101.93	--	--

上下文窗口	1M	1M	1M	1M	1M	128k	128k
开发商	OpenAI	OpenAI	OpenAI	OpenAI	OpenAI	Google	Google
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、图像、语音和视频	支持：文本、图像、语音和视频
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：文本和图像	支持：文本和图像
服务商						--	--

* 估计值

Updated

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

Not publicly available

Estimate (independent evaluation forthcoming)

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 vs. Cost per Intelligence Index Task

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

Most attractive quadrant

GPT-6 Astra

Pareto line

AA-Briefcase v1.1

GDPval-AA v2.1

Cost per Task (USD, Log Scale)

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

Cost per Intelligence Index Task

Weighted average cost (USD) per Artificial Analysis Intelligence Index task, segmented by token type. Lower is better

Not publicly available

速度与延迟

Output Speed

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

财务与会计指数

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

战略与运营指数

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

法律指数

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

医疗与健康指数

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

工程指数

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

经济学指数

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. Gemma 4 E2B：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 vs. Cost per Intelligence Index Task

Cost per Intelligence Index Task

Artificial Analysis Intelligence Index

成本

Cost per Intelligence Index Task

Cost per Intelligence Index Task

速度与延迟

Output Speed

Output Speed

Model Performance Representation

能力得分

能力指数