GPT-6.1 Terra vs. Claude Haiku 5.5：发布比较

GPT-6.1 Terra 与 Claude Haiku 5.5 发布比较：分别包含 6 个和 5 个模型，各自具有不同的智能、性能与价格特征。下方对全部 11 个模型的关键指标进行了比较。

智能方面，GPT-6.1 Terra 得分最高：GPT-6.1 Terra (Max)（48），Claude Haiku 5.5 为 Claude Haiku 5.5 (Max)（43）。
单任务成本方面，Claude Haiku 5.5 最低：Claude Haiku 5.5 (Low)（$0.02），GPT-6.1 Terra 为 GPT-6.1 Terra (Low)（$0.05）。

比较的发布


	GPT-6.1 Terra (max)	GPT-6.1 Terra (xhigh)	GPT-6.1 Terra (high)	Claude Haiku 5.5 (max)	GPT-6.1 Terra (medium)	Claude Haiku 5.5 (xhigh)	Claude Haiku 5.5 (high)	GPT-6.1 Terra (low)	Claude Haiku 5.5 (medium)	GPT-6.1 Terra (non-reasoning)	Claude Haiku 5.5 (low)
Intelligence Index	48	45	44	43	41	41	38	36	34	33	29
财务与会计	47	46	44	44	43	41	38	38	35	36	29
战略与运营	50	48	47	40	45	39	37	42	34	42	28
法律	49	48	47	42	46	40	38	42	36	35	31
医疗与健康	--	--	--	40	--	35	34	--	32	--	27
工程	49	46	45	45	42	43	39	35	35	32	31
经济学	54	52	51	51	49	49	46	44	43	38	37
AA-Briefcase v1.1	1402	1329	1264	1575	1192	1527	1440	1030	1369	1229	1112
GDPval-AA v2.1	1468	1403	1342	1619	1316	1513	1416	1199	1275	1282	1123
AutomationBench-AA	60.2%	59.9%	58.5%	35.4%	57.8%	36.0%	33.7%	56.2%	28.6%	51.0%	22.9%
Terminal-Bench 4.0	55.6%	46.5%	41.9%	32.8%	32.3%	29.3%	21.7%	15.2%	15.2%	26.8%	12.6%
SciCode	55.1%	53.4%	51.6%	55.0%	51.6%	51.7%	48.7%	52.4%	49.0%	47.8%	49.2%
Humanity's Last Exam	46.2%	43.7%	43.3%	44.4%	40.2%	42.7%	37.3%	35.8%	33.8%	21.1%	27.0%
GDP.pdf	28.6%	26.6%	28.0%	20.8%	28.4%	18.2%	17.2%	25.6%	15.2%	23.2%	11.2%
CritPt	28.0%	26.6%	25.7%	18.9%	21.4%	22.6%	18.6%	15.1%	12.9%	4.9%	9.1%
AA-Omniscience	30	29	28	11	27	6	6	24	4	4	3
AA-LCR v1.1	82.7%	81.7%	82.3%	82.7%	80.7%	78.3%	77.3%	81.0%	77.3%	67.7%	72.0%

每任务成本美元	$0.40	$0.19	$0.13	$0.21	$0.10	$0.12	$0.08	$0.05	$0.05	$0.11	$0.02
输入价格美元/100 万 Token	$1.00	$1.00	$1.00	$0.10	$1.00	$0.10	$0.10	$1.00	$0.10	$1.00	$0.10
输出价格美元/100 万 Token	$5.00	$5.00	$5.00	$0.50	$5.00	$0.50	$0.50	$5.00	$0.50	$5.00	$0.50
缓存命中价格美元/100 万 Token	$0.05	$0.05	$0.05	$0.01	$0.05	$0.01	$0.01	$0.05	$0.01	$0.05	$0.01
缓存写入价格美元/100 万 Token	$1.25	$1.25	$1.25	$0.125	$1.25	$0.125	$0.125	$1.25	$0.125	$1.25	$0.125

输出速度Token/秒	--	--	--	234	--	195	185	--	175	--	177
首 Token 延迟秒	--	--	--	348.07	--	67.42	26.40	--	13.62	--	8.63
首个回答 Token 时间秒	--	--	--	348.07	--	67.42	26.40	--	13.62	--	8.63
端到端响应时间秒	--	--	--	350.20	--	69.98	29.10	--	16.48	--	11.45
每任务耗时秒	--	--	--	424.94	--	289.51	189.82	--	118.11	--	60.55

上下文窗口	1M	1M	1M	1M	1M	1M	1M	1M	1M	1M	1M
开发商	OpenAI	OpenAI	OpenAI	Anthropic	OpenAI	Anthropic	Anthropic	OpenAI	Anthropic	OpenAI	Anthropic
许可证	专有	专有	专有	专有	专有	专有	专有	专有	专有	专有	专有
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：文本和图像
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	支持：文本	支持：文本	支持：文本	支持：文本
服务商

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-6.1 Terra

Claude Haiku 5.5

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

基准测试

AA-PersonalityBenchNew

性格指数

每个轴对应 8 个性格指数之一：其特质 Elo z 分数的平均值，在基准测试中所有已评估模型之间换算为 1 到 100 的百分位排名

GPT-6.1 Terra vs. Claude Haiku 5.5：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

基准测试

AA-PersonalityBenchNew

性格指数