Z.ai
·Released on Aug 26, 2026

GLM 5.3 Flash API Benchmarks, Pricing & Provider Data

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GLM 5.3 Flash benchmark, API pricing, and provider data cover undefined API provider} other undefined API providers}}, with prices starting at $0.000015/M. GLM 5.3 Flash free API options are available from undefined provider} other undefined providers}}. The page also shows measured API speed and first-token latency.

GLM-5.3-Flash is a native multimodal model from Z.ai. It is suited for efficient coding and long-horizon agent tasks. Its hybrid sparse and linear attention architecture maintains accurate long-contex...

Quality
#27of 112
67.0
LMSpeed score
Speed
#38of 80
320char/s
50.03 s
Cost
#22of 186
$0.000015/ 1M · 8:1 in:out
$0.0000024 in · $0.0000126 out

Category Performance

Observed-capability estimates with uncertainty reported separately from independent benchmark families.

Coverage
5 / 8
Methodology
V3.0
Category PerformanceObserved-capability estimates with uncertainty reported separately from independent benchmark families.Agents60.6Coding56.6Reasoning57.6Knowledge54.2Math-Multilingual-Multimodal57.9Instruction following-
#1Agents60.6Estimated2/4 Measured dimensions
80% interval: 48.772.5
planningPrior only
tool use58.8
tau · aa_tau3_banking
environment execution62.4
gdpval_aa · benchlm_agentic_gdpval_aa
recovery reliabilityPrior only
#2Multimodal57.9Provisional1/4 Measured dimensions
80% interval: 41.774.0
perception ocrPrior only
document spatial57.9
charxiv · charxiv
visual reasoningPrior only
video actionPrior only
#3Reasoning57.6Estimated2/4 Measured dimensions
80% interval: 46.468.7
abstract logicPrior only
scientific causal60.2
gpqa · gpqa / hle · hle
multistep constraintsPrior only
evidence verification54.9
lcr · lcr
#4Coding56.6Estimated3/4 Measured dimensions
80% interval: 47.365.9
code generation57.4
scicode · scicode
repository engineering58.6
nl2repo · nl2_repo
debugging testingPrior only
tooling quality53.8
terminalbench · aa_terminal_bench21
#5Knowledge54.2Provisional1/4 Measured dimensions
80% interval: 40.268.2
broad knowledge54.2
aa_omniscience · aa_omniscience_index / benchlm_category_knowledge · benchlm_category_knowledge
professional knowledgePrior only
factualityPrior only
retrieval open bookPrior only
No data:MathMultilingualInstruction following

Specifications

Input and output token limits for this model, plus how it ranks on long-context understanding.

INPUT
1.3Mtokens
1.6K pages of text
OUTPUT
131.1Ktokens
8K128K1M4M
1.3M

Features

Technical Details

Input
Output
Released
Aug 2026
Tokenizer
Other
Architecture
text+image+video->text
Moderated
No
Expiration date
2098-12-31
Supported parameters
frequency_penaltyinclude_reasoninglogit_biaslogprobsmax_tokensmin_ppresence_penaltyreasoningreasoning_effortrepetition_penaltyresponse_formatseedstopstructured_outputstemperaturetool_choicetoolstop_ktop_logprobstop_p

Rankings

Excels at

It's decent at

Falls behind in

Detailed scores

Updated: Sep 14, 2026

Overall

undefined metric} other undefined metrics}}

Overall score67.0#27 / 112DeepSWE63.4#12 / 21
Overall score
LMSpeed rank#27
Score67.0
UpdatedSep 8, 2026
Confidence3
DeepSWE
LMSpeed rank#12
Score63.4
UpdatedSep 8, 2026
Confidence3

Speed & latency

undefined metric} other undefined metrics}}

Output speed114.1 tok/s#38 / 80Time to first token2.11 s#54 / 80
Output speed
LMSpeed rank#38
Score114.1 tok/s
UpdatedSep 14, 2026
Confidence4
Time to first token
LMSpeed rank#54
Score2.11 s
UpdatedSep 14, 2026
Confidence4

Pricing

undefined metric} other undefined metrics}}

Input price$0.150/M#22 / 186Output price$0.500/M#22 / 186
Input price
LMSpeed rank#22
Score$0.150/M
UpdatedSep 14, 2026
Confidence4
Output price
LMSpeed rank#22
Score$0.500/M
UpdatedSep 14, 2026
Confidence4

Agents

V3.0

undefined metric} other undefined metrics}} · Estimated

Score60.680% interval48.7–72.52/4 Measured dimensionsAgentic score71.1#30 / 77Terminal-Bench 2.184.3#6 / 10
Dimensions and evidence
Planning & decompositionPrior only
Tool use58.8
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
tau · aa_tau3_banking · z 0.65 · q 1.00
Environment & long-horizon execution62.4
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
gdpval_aa · benchlm_agentic_gdpval_aa · z 1.52 · q 1.00
Recovery & completion reliabilityPrior only
Agentic score
LMSpeed rank#30
Score71.1
UpdatedSep 8, 2026
Confidence3
Terminal-Bench 2.1
LMSpeed rank#6
Score84.3
UpdatedSep 8, 2026
Confidence3
Toolathlon-Verified
LMSpeed rank#2
Score78.4
UpdatedSep 8, 2026
Confidence3
AutomationBench
LMSpeed rank#2
Score48.8
UpdatedSep 8, 2026
Confidence3
Agents' Last Exam
LMSpeed rank#4
Score26.3
UpdatedSep 8, 2026
Confidence3
HLE w/ tools
LMSpeed rank#6
Score55.3
UpdatedSep 8, 2026
Confidence3
GDPval-AAV3 evidence
LMSpeed rank#2
Score1773.0
UpdatedSep 8, 2026
Confidence3
AA Tau3 BankingV3 evidence
LMSpeed rank#4
Score47.2
UpdatedSep 8, 2026
Confidence3
Terminal-Bench 2.1 (Vals)
LMSpeed rank#23
Score62.9
UpdatedSep 8, 2026
Confidence3

Coding

V3.0

undefined metric} other undefined metrics}} · Estimated

Score56.680% interval47.3–65.93/4 Measured dimensionsSciCode51.6%#27 / 89Coding score55.4#38 / 87
Dimensions and evidence
Code generation57.4
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
scicode · scicode · z 0.82 · q 1.00
Repository engineering58.6
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
nl2repo · nl2_repo · z 1.40 · q 1.00
Debugging & testingPrior only
Tool-assisted development & quality53.8
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
terminalbench · aa_terminal_bench21 · z 0.00 · q 1.00
SciCodeV3 evidence
LMSpeed rank#27
Score51.6%
UpdatedSep 14, 2026
Confidence4
Coding score
LMSpeed rank#38
Score55.4
UpdatedSep 8, 2026
Confidence3
AA Terminal-Bench 2.1V3 evidence
LMSpeed rank#11
Score84.3
UpdatedSep 8, 2026
Confidence3
Terminal-Bench 2.1
LMSpeed rank#6
Score84.3
UpdatedSep 8, 2026
Confidence3
NL2RepoV3 evidence
LMSpeed rank#2
Score56.3
UpdatedSep 8, 2026
Confidence3
LiveCodeBench (Vals)
LMSpeed rank#33
Score80.5
UpdatedSep 8, 2026
Confidence3
SWE-bench (Vals)
LMSpeed rank#9
Score92.0
UpdatedSep 8, 2026
Confidence3

Reasoning

V3.0

undefined metric} other undefined metrics}} · Estimated

Score57.680% interval46.4–68.72/4 Measured dimensionsGPQA91.2%#24 / 218HLE39.9%#31 / 216
Dimensions and evidence
Abstract logicPrior only
Scientific & causal reasoning60.2
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
gpqa · gpqa · z 1.01 · q 1.00
hle · hle · z 0.86 · q 1.00
Multi-step constraintsPrior only
Evidence integration & verification54.9
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
lcr · lcr · z 0.30 · q 1.00
GPQAV3 evidence
LMSpeed rank#24
Score91.2%
UpdatedSep 14, 2026
Confidence4
HLEV3 evidence
LMSpeed rank#31
Score39.9%
UpdatedSep 14, 2026
Confidence4
Reasoning score
LMSpeed rank#14
Score77.1
UpdatedSep 8, 2026
Confidence3
AA-LCRV3 evidence
LMSpeed rank#35
Score78.0
UpdatedSep 8, 2026
Confidence3

Knowledge

V3.0

undefined metric} other undefined metrics}} · Provisional

Score54.280% interval40.2–68.21/4 Measured dimensionsKnowledge score71.8#35 / 83Artificial Analysis Intelligence Index57.5#3 / 117
Dimensions and evidence
Broad knowledge54.2
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
aa_omniscience · aa_omniscience_index · z 0.37 · q 1.00
benchlm_category_knowledge · benchlm_category_knowledge · z 0.13 · q 1.00
Professional knowledgePrior only
FactualityPrior only
Retrieval & open-book usePrior only
Knowledge scoreV3 evidence
LMSpeed rank#35
Score71.8
UpdatedSep 8, 2026
Confidence3
Artificial Analysis Intelligence IndexV3 evidence
LMSpeed rank#3
Score57.5
UpdatedSep 8, 2026
Confidence3
AA-HLE
LMSpeed rank#28
Score39.9
UpdatedSep 8, 2026
Confidence3
AA-Omniscience IndexV3 evidence
LMSpeed rank#27
Score7.5
UpdatedSep 8, 2026
Confidence3
GPQA Diamond (Vals)
LMSpeed rank#29
Score86.4
UpdatedSep 8, 2026
Confidence3
MMLU-Pro (Vals)
LMSpeed rank#29
Score86.1
UpdatedSep 8, 2026
Confidence3

Math

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Foundational mathPrior only
Competition mathPrior only
Advanced proofsPrior only
Applied & tool-assisted mathPrior only

Multilingual

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Cross-language understandingPrior only
Multilingual generationPrior only
Reasoning transferPrior only
Low-resource robustnessPrior only

Multimodal

V3.0

undefined metric} other undefined metrics}} · Provisional

Score57.980% interval41.7–74.01/4 Measured dimensionsMultimodal Grounded score80.5#12 / 56OfficeQA Pro62.4#5 / 10
Dimensions and evidence
Perception & OCRPrior only
Document & spatial understanding57.9
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
charxiv · charxiv · z 1.20 · q 1.00
Visual reasoningPrior only
Video & grounded actionPrior only
Multimodal Grounded score
LMSpeed rank#12
Score80.5
UpdatedSep 8, 2026
Confidence3
OfficeQA Pro
LMSpeed rank#5
Score62.4
UpdatedSep 8, 2026
Confidence3
CharXivV3 evidence
LMSpeed rank#6
Score89.4
UpdatedSep 8, 2026
Confidence3
Chartography (tools)
LMSpeed rank#2
Score78.0
UpdatedSep 8, 2026
Confidence3
BabyVision
LMSpeed rank#4
Score53.4
UpdatedSep 8, 2026
Confidence3
MMVU
LMSpeed rank#2
Score80.5
UpdatedSep 8, 2026
Confidence3

Instruction following

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Constraint followingPrior only
Structured outputPrior only
Novel-instruction generalizationPrior only
Multi-turn & long instructionsPrior only

OpenRouter endpoints

26 endpoints

Third-party OpenRouter endpoint data, shown separately from LMSpeed measurements. Some 30-minute live performance fields only appear after syncing with an OpenRouter API key.

Provider endpointInputOutput1d uptime30m latency30m throughputContext / output
BaseTen
baseten/fp8
$0.150/M$0.500/M99.9%undefined tokens / undefined tokens
CoreWeave
coreweave/fp8
$0.150/M$0.500/M99.8%undefined tokens / undefined tokens
Relace
relace
$0.090/M$0.300/M99.8%undefined tokens / undefined tokens
NextBit
nextbit/fp8
$0.177/M$0.590/M99.6%undefined tokens / undefined tokens
Sail Research
sail-research/fp8
$0.150/M$0.500/M99.6%undefined tokens / undefined tokens
Cloudflare
cloudflare
$0.150/M$0.500/M99.4%undefined tokens / undefined tokens
Reka
reka/fp8
$0.132/M$0.440/M99.2%undefined tokens / undefined tokens
Modal
modal/fp8
$0.450/M$1.50/M99.1%undefined tokens / undefined tokens
DigitalOcean
digitalocean
$0.150/M$0.500/M99.1%undefined tokens / undefined tokens
Together
together
$0.150/M$0.500/M99.1%undefined tokens / undefined tokens
StreamLake
streamlake/fp8
$0.112/M$0.374/M99.0%undefined tokens / undefined tokens
Phala
phala/fp8
$0.150/M$0.500/M99.0%undefined tokens / undefined tokens
Venice
venice
$0.150/M$0.500/M98.9%undefined tokens / undefined tokens
Wafer
wafer
$0.100/M$0.350/M98.9%undefined tokens / undefined tokens
DeepInfra
deepinfra/fp4
$0.075/M$0.250/M98.9%undefined tokens / undefined tokens
Novita
novita/fp8
$0.132/M$0.440/M98.9%undefined tokens / undefined tokens
GMICloud
gmicloud/fp8
$0.112/M$0.375/M98.8%undefined tokens / undefined tokens
Parasail
parasail/fp8
$0.150/M$0.500/M98.6%undefined tokens / undefined tokens
Io Net
io-net/fp8
$0.150/M$0.500/M98.2%undefined tokens / undefined tokens
SiliconFlow
siliconflow/fp8
$0.150/M$0.500/M97.6%undefined tokens / undefined tokens
Z.AI
z-ai/fp8
$0.150/M$0.500/M97.6%undefined tokens / undefined tokens
Friendli
friendli
$0.150/M$0.500/M94.3%undefined tokens / undefined tokens
Crusoe
crusoe/fp4
$0.150/M$0.500/M92.9%undefined tokens / undefined tokens
Fireworks
fireworks
$0.150/M$0.500/M91.9%undefined tokens / undefined tokens
Makora
makora
$0.140/M$0.470/M87.8%undefined tokens / undefined tokens
Morph
morph/fp8
$0.100/M$0.350/M83.1%undefined tokens / undefined tokens

Pricing Comparison

Compare GLM 5.3 Flash API pricing across 131 providers. Prices range from $0.000015/M to $547.50/M. OAI2API offers the lowest rate at $0.000015/M. 9 providers offer free API credits or a free tier.

ProviderHealthModel VariantGroupInput ($/M)Output ($/M)Speed (t/s)First tokenAudit
L1
100%
glm-5.3-flash
sale
$30.00/M
$30.00/M
L1
100%
glm-5.3-flash
zai-officially
-24%$0.114/M
Cache read$0.033/M
-20%$0.400/M
L1
99%
L2
0%
z-ai/glm-5.3-flash
default
$0.150/M
Cache read$0.030/M
$0.500/M
L1
100%
glm-5.3-flash
default
-63%$0.055/M
-62%$0.192/M
L1
100%
glm-5.3-flash
default
-63%$0.055/M
Cache read$0.016/M
-62%$0.192/M
L1
100%
glm-5.3-flash
Self-Deployed-2
-85%$0.022/M
Cache read$0.0044/M
-85%$0.074/M
L1
100%
glm-5.3-flash
deepseek
-71%$0.044/M
-69%$0.153/M
L1
100%
glm-5.3-flash
default
-57%$0.064/M
Cache read$0.085/M
-57%$0.213/M
L1
100%
L2
100%
glm-5.3-flash
OpenModels
-47%$0.080/M
Cache read$0.023/MCache write$0.080/MCache write 1h$0.128/M
-44%$0.280/M
L1
100%
glm-5.3-flash
default
$0.400/M
$1.40/M
L1
100%
glm-5.3-flash
glm
$0.280/M
Cache read$0.081/M
$0.980/M
L1
100%
glm-5.3-flash
glm
$0.480/M
Cache read$0.138/M
$1.68/M
L1
100%
[hm]q|满血/glm-5.3-flash
default
$10.00/request
-
L1
99%
L2
100%
z-ai/glm-5.3-flash
nvidia-free
Free
Free
L1
99%
L2
100%
glm-5.3-flash
diamond-glm
$54.75/M
$54.75/M
L1
100%
glm-5.3-flash
GLM-免费科研🔥-x0.01-福利
-99%$0.0015/M
Cache read$0.0003/M
-99%$0.0050/M
L1
100%
glm-5.3-flash
default
$0.036/request
-
L1
100%
L2
0%
glm-5.3-flash
智谱 国模折扣
-62%$0.058/M
Cache read$0.014/M
-60%$0.200/M
L1
100%
z-ai/glm-5.3-flash
default
-50%$0.075/M
Cache read$0.015/M
-50%$0.250/M
L1
100%
glm-5.3-flash
default
-40%$0.090/M
Cache read$0.018/M
-40%$0.300/M
Showing 20 model IDs of 82.

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Frequently Asked Questions

What benchmark data does GLM 5.3 Flash include?
LMSpeed shows GLM 5.3 Flash benchmark context, API price, output speed, first-token latency, and provider data across 140 providers when those signals are available.
What is the GLM 5.3 Flash API price?
GLM 5.3 Flash has pricing from undefined provider} other undefined providers}}, ranging from $0.000015/M to $547.50/M. OAI2API has the lowest listed price.
What does the GLM 5.3 Flash API pricing table include?
The GLM 5.3 Flash API pricing table compares 140 providers by input price, output price, free tier status, speed, first-token latency, and recent health data when available.
Which provider has the cheapest GLM 5.3 Flash API pricing?
OAI2API currently has the lowest listed GLM 5.3 Flash price at $0.000015/M across undefined provider} other undefined providers}}.
Can I compare GLM 5.3 Flash API price and speed together?
Yes. LMSpeed shows GLM 5.3 Flash API price, output speed, first-token latency, and provider health on the same page so you can compare cost and performance together.
Is GLM 5.3 Flash API free?
Yes, GLM 5.3 Flash free API options are available through 9 providerundefined other undefined} on LMSpeed, including 兔子API, 兔子API, DeadlySignal API, DeadlySignal API, S3AI API. These providers offer free API credits or a free tier with no per-token charges.
Where can I get GLM 5.3 Flash free API access?
LMSpeed currently lists 9 free API providerundefined other undefined} for GLM 5.3 Flash: 兔子API, 兔子API, DeadlySignal API, DeadlySignal API, S3AI API. Check each provider row before using it because free tier limits can change.

Also known as

GLM-5.3-FlashZHIPU/GLM-5.3-Flash[ba]u|zai-org/GLM-5.3-Flash[hm]q|满血/glm-5.3-flashbai/glm-5.3-flash

Rankings are based on community-submitted tests and periodic health probes. Advisory only, not official data.Standard benchmark data may include BenchLM and other public sources.

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