DeepSeek V4.1 Flash 1017 vs GLM-5.3: Release Comparison

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

Comparison of the DeepSeek V4.1 Flash 1017 and GLM-5.3 releases: 3 and 2 models respectively, each with different intelligence, performance, and pricing characteristics. Below is a comparison of the key metrics across all 5 models.

For intelligence, DeepSeek V4.1 Flash 1017 and GLM-5.3 tie at 32 (DeepSeek V4.1 Flash 1017 (Max) and GLM-5.3 (Max)).
For output speed, DeepSeek V4.1 Flash 1017 is fastest: DeepSeek V4.1 Flash 1017 (Non-reasoning) at 185 t/s, against GLM-5.3 (Max) at 89 t/s for GLM-5.3.
For cost per task, DeepSeek V4.1 Flash 1017 is cheapest: DeepSeek V4.1 Flash 1017 (Non-reasoning) at $0.43, against GLM-5.3 (Low) at $1.57 for GLM-5.3.

Model Playground

Releases compared


	DeepSeek V4.1 Flash 1017 (max)	GLM-5.3 (max)	DeepSeek V4.1 Flash 1017 (high)	GLM-5.3 (low)	DeepSeek V4.1 Flash 1017 (non-reasoning)
Intelligence Index	32	32	29	23	19
Finance & Accounting	42	42	39	31	37
Strategy & Ops	49	47	48	38	40
Legal	38	36	34	28	32
Healthcare & Medical	41	39	--	31	--
Engineering	37	38	34	28	25
Economics	40	39	37	30	34
AA-Briefcase v1.1	1570	1505	1416	1185	1426
AutomationBench-AA	66.6%	62.2%	68.5%	52.0%	48.8%
Terminal-Bench 4.0	33.8%	41.9%	28.8%	34.8%	9.1%
FrontierCode 2.0	28.5%	21.6%	16.8%	12.7%	6.1%
AA-Omniscience v1.1	1	6	2	−11	2
GDP.pdf	17.2%	11.2%	14.2%	8.8%	4.4%
HLE-Diamond	25.3%	17.9%	20.8%	17.5%	7.1%
CritPt v2 (Hard Subset)	24.0%	33.5%	26.5%	21.0%	1.0%
Terminal-Bench-Science 0.1	12.9%	9.5%	10.5%	3.8%	2.4%

Cost per TaskUSD	$0.60	$5.01	--	$1.57	$0.43
Input PriceUSD/1M Tokens	$0.30	$1.40	$0.30	$1.40	$0.30
Output PriceUSD/1M Tokens	$1.20	$4.40	$1.20	$4.40	$1.20
Cache Hit PriceUSD/1M Tokens	$0.006	$0.26	$0.006	$0.26	$0.006
Cache Write PriceUSD/1M Tokens	--	--	--	--	--

Output SpeedTokens/s	170	89	--	80	185
Time to First Tokens	1.28	1.43	--	1.63	1.38
Time to First Answer Tokens	13.01	23.91	--	26.51	1.38
End-to-End Response Times	15.94	29.53	--	32.73	4.08
Time per Tasks	596.73	1,062.25	--	637.05	349.80

Context Window	1M	1M	1M	1M	1M
Creator	DeepSeek	Z AI	DeepSeek	Z AI	DeepSeek
License	Open	Open	Open	Open	Open
Input Modality	Supports: text and image	Supports: text	Supports: text and image	Supports: text	Supports: text and image
Output Modality	Supports: text	Supports: text	Supports: text	Supports: text	Supports: text
Providers	+16	+20		+4

Updated

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

IntelligenceUpdated

Artificial Analysis Intelligence Index

Artificial Analysis Intelligence Index v5.0 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

Artificial Analysis Intelligence Index v5.0 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

DeepSeek V4.1 Flash 1017

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

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

Benchmarks

AA-PersonalityBenchNew

Model AvsModel B

AA-PersonalityBench: Expressiveness Index, DeepSeek V4.1 Flash 1017 (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

DeepSeek V4.1 Flash 1017 (max)

GLM-5.3 (max)

Natural Sounding

98%

Lexically Varied

98%

Eloquent

97%

Metaphorical

12%

88%

Literate

45%

55%

DeepSeek V4.1 Flash 1017 vs GLM-5.3: Release Comparison

Intelligence

Speed

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

Output Speed

Output Speed

Model Performance Representation

Capability Scores

Capability Indexes

Benchmarks

AA-PersonalityBenchNew

AA-PersonalityBench: Expressiveness Index, DeepSeek V4.1 Flash 1017 (max) vs GLM-5.3 (max)