Z.ai
·Released on Aug 26, 2026

GLM 5.3 Flash API Benchmarks, Pricing & Provider Data

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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...

Speed
#68of 76
283char/s
16.46 s

Category Performance

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

Coverage
2 / 8
Methodology
V3.0
Category PerformanceObserved-capability estimates with uncertainty reported separately from independent benchmark families.Agents-Coding56.5Reasoning60.7Knowledge-Math-Multilingual-Multimodal-Instruction following-
#1Reasoning60.7Provisional1/4 Measured dimensions
80% interval: 46.874.6
abstract logicPrior only
scientific causal60.7
gpqa · gpqa / hle · hle
multistep constraintsPrior only
evidence verificationPrior only
#2Coding56.5Provisional1/4 Measured dimensions
80% interval: 40.572.4
code generation56.5
scicode · scicode
repository engineeringPrior only
debugging testingPrior only
tooling qualityPrior only
No data:AgentsKnowledgeMathMultilingualMultimodalInstruction 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

Detailed scores

Updated: Aug 27, 2026

Speed & latency

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Output speed41.8 tok/s#68 / 76Time to first token1.16 s#39 / 76
Output speed
LMSpeed rank#68
Score41.8 tok/s
UpdatedAug 27, 2026
Confidence4
Time to first token
LMSpeed rank#39
Score1.16 s
UpdatedAug 27, 2026
Confidence4

Pricing

undefined metric} other undefined metrics}}

Input price$0.150/M#21 / 180Output price$0.500/M#21 / 180
Input price
LMSpeed rank#21
Score$0.150/M
UpdatedAug 27, 2026
Confidence4
Output price
LMSpeed rank#21
Score$0.500/M
UpdatedAug 27, 2026
Confidence4

Agents

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Planning & decompositionPrior only
Tool usePrior only
Environment & long-horizon executionPrior only
Recovery & completion reliabilityPrior only

Coding

V3.0

undefined metric} other undefined metrics}} · Provisional

Score56.580% interval40.5–72.41/4 Measured dimensionsSciCode46.1%#43 / 205
Dimensions and evidence
Code generation56.5
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
scicode · scicode · z 0.73 · q 1.00
Repository engineeringPrior only
Debugging & testingPrior only
Tool-assisted development & qualityPrior only
SciCodeV3 evidence
LMSpeed rank#43
Score46.1%
UpdatedAug 27, 2026
Confidence4

Reasoning

V3.0

undefined metric} other undefined metrics}} · Provisional

Score60.780% interval46.8–74.61/4 Measured dimensionsGPQA91.2%#21 / 212HLE39.9%#27 / 209
Dimensions and evidence
Abstract logicPrior only
Scientific & causal reasoning60.7
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
gpqa · gpqa · z 1.06 · q 1.00
hle · hle · z 0.93 · q 1.00
Multi-step constraintsPrior only
Evidence integration & verificationPrior only
GPQAV3 evidence
LMSpeed rank#21
Score91.2%
UpdatedAug 27, 2026
Confidence4
HLEV3 evidence
LMSpeed rank#27
Score39.9%
UpdatedAug 27, 2026
Confidence4

Knowledge

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Broad knowledgePrior only
Professional knowledgePrior only
FactualityPrior only
Retrieval & open-book usePrior only

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}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Perception & OCRPrior only
Document & spatial understandingPrior only
Visual reasoningPrior only
Video & grounded actionPrior only

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

Alternatives & Similar Models

Also known as

glm-5.3-flashz-ai/glm-5.3-flash

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

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