Gemini 3.8 Flash vs. GLM-5.3：发布比较

Gemini 3.8 Flash 与 GLM-5.3 发布比较：分别包含 3 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 5 个模型的关键指标进行了比较。

智能方面，GLM-5.3 得分最高：GLM-5.3 (Max)（45），Gemini 3.8 Flash 为 Gemini 3.8 Flash (High)（41）。
输出速度方面，Gemini 3.8 Flash 最快：Gemini 3.8 Flash (High)（139 token/秒），GLM-5.3 为 GLM-5.3 (Low)（67 token/秒）。
单任务成本方面，GLM-5.3 最低：GLM-5.3 (Low)（$0.85），Gemini 3.8 Flash 为 Gemini 3.8 Flash (Medium)（$0.93）。

比较的发布


	GLM-5.3 (max)	Gemini 3.8 Flash (high)	Gemini 3.8 Flash (medium)	GLM-5.3 (low)	Gemini 3.8 Flash (low)
Intelligence Index	45	41	40	34	33
财务与会计	45	47	45	35	39
战略与运营	48	48	48	39	39
法律	42	52	51	33	45
医疗与健康	47	42	--	--	--
工程	47	43	40	38	34
经济学	51	52	50	41	46
AA-Briefcase v1.1	1508	1203	1182	1187	1062
GDPval-AA v2.1	1650	1436	1421	1322	1307
AutomationBench-AA	62.2%	59.9%	60.9%	52.0%	36.5%
Terminal-Bench 4.0	41.9%	19.7%	19.7%	34.8%	10.1%
SciCode	59.0%	56.6%	55.1%	42.0%	55.0%
Humanity's Last Exam	42.3%	47.8%	42.1%	36.6%	37.1%
GDP.pdf	11.2%	21.0%	22.8%	8.8%	18.6%
CritPt	19.1%	18.3%	12.3%	14.6%	4.0%
AA-Omniscience	14	30	29	−8	21
AA-LCR v1.1	79.7%	81.3%	84.0%	72.7%	80.7%

每任务成本美元	$2.01	$1.24	$0.93	$0.85	--
输入价格美元/100 万 Token	$1.40	$0.75	$0.75	$1.40	$0.75
输出价格美元/100 万 Token	$4.40	$3.75	$3.75	$4.40	$3.75
缓存命中价格美元/100 万 Token	$0.26	$0.075	$0.075	$0.26	$0.075
缓存写入价格美元/100 万 Token	--	$0.75	$0.75	--	$0.75

输出速度Token/秒	58	139	--	67	--
首 Token 延迟秒	3.46	24.48	--	3.28	--
首个回答 Token 时间秒	37.84	24.48	--	33.31	--
端到端响应时间秒	46.44	28.08	--	40.82	--
每任务耗时秒	775.59	507.00	--	445.34	--

上下文窗口	1M	1M	1M	1M	1M
开发商	Z AI	Google	Google	Z AI	Google
许可证	开放	专有	专有	开放	专有
输入模态	支持：文本	支持：文本、图像、语音和视频	支持：文本、图像、语音和视频	支持：文本	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
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

Gemini 3.8 Flash

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

Gemini 3.8 Flash 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