GPT-6.1 Sol 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-6.1 Sol 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-6.1 Sol scores highest: GPT-6.1 Sol (Max) at 52, against GLM-5.3 (Max) at 45 for GLM-5.3.
For output speed, GLM-5.3 is fastest: GLM-5.3 (Max) at 88 t/s, against GPT-6.1 Sol (Max) at 55 t/s for GPT-6.1 Sol.
For cost per task, GPT-6.1 Sol is cheapest: GPT-6.1 Sol (Low) at $0.13, against GLM-5.3 (Low) at $0.85 for GLM-5.3.

Model Playground

Releases compared


	GPT-6.1 Sol (max)	GPT-6.1 Sol (xhigh)	GPT-6.1 Sol (high)	GPT-6.1 Sol (medium)	GLM-5.3 (max)	GPT-6.1 Sol (low)	GLM-5.3 (low)
Intelligence Index	52	51	50	48	45	42	34
Finance & Accounting	54	53	53	50	45	45	35
Strategy & Ops	57	56	55	53	48	46	39
Legal	58	57	56	54	42	50	33
Healthcare & Medical	51	--	--	--	47	--	--
Engineering	54	53	52	50	47	44	38
Economics	59	58	58	56	51	52	41
AA-Briefcase v1.1	1557	1504	1465	1361	1507	1117	1187
GDPval-AA v2.1	1594	1538	1511	1450	1650	1315	1322
AutomationBench-AA	64.9%	66.6%	64.5%	62.6%	62.2%	52.6%	52.0%
Terminal-Bench 4.0	56.1%	54.0%	51.5%	48.0%	41.9%	30.8%	34.8%
SciCode	54.2%	55.7%	55.8%	53.2%	59.0%	53.2%	42.0%
Humanity's Last Exam	52.9%	52.6%	51.4%	49.9%	42.3%	47.4%	36.6%
GDP.pdf	31.0%	31.8%	32.0%	30.0%	11.2%	27.0%	8.8%
CritPt	31.7%	31.7%	30.0%	27.7%	19.1%	24.9%	14.6%
AA-Omniscience	42	41	41	40	14	38	−8
AA-LCR v1.1	83.0%	79.7%	82.3%	83.3%	79.7%	84.0%	72.7%

Cost per TaskUSD	$0.72	$0.39	$0.32	$0.21	$2.01	$0.13	$0.85
Input PriceUSD/1M Tokens	$2.00	$2.00	$2.00	$2.00	$1.40	$2.00	$1.40
Output PriceUSD/1M Tokens	$10.00	$10.00	$10.00	$10.00	$4.40	$10.00	$4.40
Cache Hit PriceUSD/1M Tokens	$0.10	$0.10	$0.10	$0.10	$0.26	$0.10	$0.26
Cache Write PriceUSD/1M Tokens	$2.50	$2.50	$2.50	$2.50	--	$2.50	--

Output SpeedTokens/s	55	52	48	44	88	43	85
Time to First Tokens	239.97	133.08	40.09	4.12	2.47	2.80	2.72
Time to First Answer Tokens	239.97	133.08	40.09	4.12	25.23	2.80	26.17
End-to-End Response Times	249.02	142.75	50.55	15.54	30.92	14.42	32.03
Time per Tasks	687.68	337.39	266.05	183.98	562.76	91.58	349.97

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

Intelligence

Artificial Analysis Intelligence Index · Higher is better

Speed

Output tokens per second · Higher is better

Cost per Task

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

Intelligence

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 vs. Cost per Task

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

Most attractive quadrant

GPT-6.1 Sol

GLM-5.3

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.

Cost

Cost per Intelligence Index Task

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

Speed & Latency

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.

Capability Scores

Capability Indexes

Measures the performance of models on specific capabilities and industries

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

AA-PersonalityBenchNew

Model AvsModel B

AA-PersonalityBench: Expressiveness Index, GPT-6.1 Sol (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-6.1 Sol (max)

GLM-5.3 (max)

Lexically Varied

99%

Eloquent

98%

Metaphorical

95%

Natural Sounding

94%

Literate

59%

41%

GPT-6.1 Sol vs GLM-5.3: Release Comparison

Intelligence

Speed

Cost per Task

Intelligence

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

Output Speed

Output Speed

Model Performance Representation

Capability Scores

Capability Indexes

AA-PersonalityBenchNew

AA-PersonalityBench: Expressiveness Index, GPT-6.1 Sol (max) vs GLM-5.3 (max)