GPT-6 Astra vs GLM-5.3: Release Comparison

Name: Intelligence
Creator: Artificial Analysis
License: https://artificialanalysis.ai/docs/legal/Terms-of-Use.pdf

Comparison of the GPT-6 Astra and GLM-5.3 releases: 5 and 2 models respectively, each with different intelligence, performance, and pricing characteristics. Below is a comparison of the key metrics across all 7 models.

For intelligence, GPT-6 Astra scores highest: GPT-6 Astra (Max) at 57, against GLM-5.3 (Max) at 32 for GLM-5.3.
For time per task, GPT-6 Astra is fastest: GPT-6 Astra (Low) at 3.2 min, against GLM-5.3 (Low) at 15.4 min for GLM-5.3.
For cost per task, GPT-6 Astra is cheapest: GPT-6 Astra (Low) at $1.42, against GLM-5.3 (Low) at $1.57 for GLM-5.3.

Model Playground

Releases compared


	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	57	55	55	52	43	32	23
Finance & Accounting	57	57	56	54	48	42	31
Strategy & Ops	58	58	57	56	50	47	38
Legal	56	56	55	52	48	36	28
Healthcare & Medical	54	53	52	50	45	39	31
Engineering	62	60	60	57	50	38	28
Economics	57	57	56	53	47	37	29
AA-Briefcase v1.1	1569	1544	1505	1461	1256	1503	1185
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%
FrontierCode 2.0	42.4%	41.4%	40.1%	36.6%	26.2%	21.6%	12.7%
AA-Omniscience v1.1	42	44	45	41	40	6	−11
GDP.pdf	31.0%	32.2%	31.0%	30.4%	30.4%	11.2%	8.8%
HLE-Diamond	63.8%	61.5%	59.3%	52.7%	45.1%	17.9%	17.5%
CritPt v2 (Hard Subset)	70.5%	71.0%	71.5%	72.0%	63.0%	33.5%	21.5%
Terminal-Bench-Science 0.1	63.3%	54.8%	59.5%	53.3%	37.1%	9.5%	3.8%

Cost per TaskUSD	$6.24	$3.66	$3.24	$2.73	$1.42	$5.01	$1.57
Input PriceUSD/1M Tokens	$10.00	$10.00	$10.00	$10.00	$10.00	$1.40	$1.40
Output PriceUSD/1M Tokens	$50.00	$50.00	$50.00	$50.00	$50.00	$4.40	$4.40
Cache Hit PriceUSD/1M Tokens	$1.00	$1.00	$1.00	$1.00	$1.00	$0.26	$0.26
Cache Write PriceUSD/1M Tokens	$12.50	$12.50	$12.50	$12.50	$12.50	--	--

Time per TaskMinutes	19.0	9.4	8.1	5.9	3.2	30.8	15.4
Output Speedtok/s	46	47	48	51	47	64	56
Time to First Answer Tokens	205.76	103.41	40.64	6.46	4.00	90.99	13.09
Time to First Tokens	205.76	103.41	40.64	6.46	4.00	3.61	3.46
End-to-End TimeMean of Single-Request Workloads (s)	485.11	305.76	166.96	95.28	85.78	191.19	48.04

Context Window	1M	1M	1M	1M	1M	1M	1M
Creator	OpenAI	OpenAI	OpenAI	OpenAI	OpenAI	Z AI	Z AI
License	Proprietary	Proprietary	Proprietary	Proprietary	Proprietary	Open	Open
Input Modality	Supports: text and image	Supports: text and image	Supports: text and image	Supports: text and image	Supports: text and image	Supports: text	Supports: text
Output Modality	Supports: text	Supports: text	Supports: text	Supports: text	Supports: text	Supports: text	Supports: text
Providers						+19	+3

Updated

Intelligence

Artificial Analysis Intelligence Index · Higher is better

Time per Task

Inference time (minutes) per Intelligence Index task · Lower is better

Cost per Task

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

IntelligenceUpdated

Artificial Analysis Intelligence Index

Artificial Analysis Intelligence Index v5.0.1 incorporates 9 evaluations: AA-Briefcase v1.1, AutomationBench-AA, Terminal-Bench 4.0, FrontierCode 2.0, AA-Omniscience v1.1, GDP.pdf, HLE-Diamond, CritPt v2 (Hard Subset), and Terminal-Bench-Science 0.1

No publicly available API

Artificial Analysis Intelligence Index v5.0.1 includes: AA-Briefcase v1.1, AutomationBench-AA, Terminal-Bench 4.0, FrontierCode 2.0, AA-Omniscience v1.1, GDP.pdf, HLE-Diamond, CritPt v2 (Hard Subset), Terminal-Bench-Science 0.1. See Intelligence Index methodology for further details, including a breakdown of each evaluation and how we run them.

Intelligence Index vs. Cost per Task

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

AutomationBench-AA

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.

Cost

Cost per Intelligence Index Task

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

No publicly available API

Speed & Latency

Time per Intelligence Index Task

Output tokens divided by end-to-end output speed (minutes per Intelligence Index task) · Speed at the model's own endpoint or the median across providers · Lower is better

No publicly available API

The weighted average time (minutes) per Artificial Analysis Intelligence Index task: output tokens per task divided by output speed, weighted by each benchmark's weight in the Intelligence Index.

Speed and latency metrics average each endpoint's runs over the past 5 days, and the error rate pools them. We run the benchmark every 6 hours, and endpoints of deprecated models every 18 hours.

Capability Scores

Capability Indexes

Measures the performance of models on specific capabilities and industries

Finance & Accounting Index

Incorporates 5 evaluations: AA-Briefcase v1.1, AA-Omniscience v1.1, HLE-Diamond, AutomationBench-AA, GDP.pdf · Higher is better

Strategy & Ops Index

Incorporates 4 evaluations: AutomationBench-AA, AA-Briefcase v1.1, AA-Omniscience v1.1, GDP.pdf · Higher is better

Legal Index

Incorporates 5 evaluations: AA-Omniscience v1.1, AA-Briefcase v1.1, HLE-Diamond, GDP.pdf, AutomationBench-AA · Higher is better

Healthcare & Medical Index

Incorporates 5 evaluations: AA-Omniscience v1.1, AA-Briefcase v1.1, MLCR-AA, AutomationBench-AA, HLE-Diamond · Higher is better

Engineering Index

Incorporates 7 evaluations: AA-Omniscience v1.1, CritPt v2 (Hard Subset), Terminal-Bench-Science 0.1, HLE-Diamond, Terminal-Bench 4.0, FrontierCode 2.0, AA-Briefcase v1.1 · Higher is better

Economics Index

Incorporates 4 evaluations: AA-Omniscience v1.1, AA-Briefcase v1.1, HLE-Diamond, GDP.pdf · Higher is better

Benchmarks

AA-PersonalityBenchNew

Model AvsModel B

AA-PersonalityBench: Expressiveness Index, GPT-6 Astra (max) vs GLM-5.3 (max)

Chance each model’s answer is judged to show more of each trait from their Elo gap · 50% is an even match

GPT-6 Astra (max)

GLM-5.3 (max)

Lexically Varied

99%

Eloquent

97%

Metaphorical

95%

Natural Sounding

93%

Literate

59%

41%

GPT-6 Astra vs GLM-5.3: Release Comparison

Intelligence

Time per Task

Cost per Task

IntelligenceUpdated

Artificial Analysis Intelligence Index

Artificial Analysis Intelligence Index

Intelligence Index vs. Cost per Task

Cost per Intelligence Index Task

Artificial Analysis Intelligence Index

Cost

Cost per Intelligence Index Task

Cost per Intelligence Index Task

Speed & Latency

Time per Intelligence Index Task

Time per Intelligence Index Task

Time Period

Capability Scores

Capability Indexes

Benchmarks

AA-PersonalityBenchNew

AA-PersonalityBench: Expressiveness Index, GPT-6 Astra (max) vs GLM-5.3 (max)