Z.ai
·Released on Dec 8, 2025

GLM-4.6V API Benchmarks, Pricing & Provider Data

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GLM-4.6V benchmark, API pricing, and provider data cover 33 API providers, with prices starting at $0.021/M. GLM-4.6V free API options are available from 1 provider. The page also shows measured API speed and first-token latency.

Zhipu AI GLM-4.6V is a multimodal vision-language model in the GLM series, supporting both text and image understanding.

Speed
40char/s
27.37 s
Cost
#55of 181
$0.021/ 1M · 8:1 in:out
$0.0033 in · $0.017 out

Category Performance

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

Coverage
3 / 8
Methodology
V3.0
Category PerformanceObserved-capability estimates with uncertainty reported separately from independent benchmark families.Agents-Coding40Reasoning49.7Knowledge-Math52.2Multilingual-Multimodal-Instruction following-
#1Math52.2Provisional1/4 Measured dimensions
80% interval: 36.168.3
foundational math52.2
aa_math_index · artificial_analysis_math_index
competition mathPrior only
proof frontierPrior only
applied tool mathPrior only
#2Reasoning49.7Estimated2/4 Measured dimensions
80% interval: 38.660.9
abstract logicPrior only
scientific causal48.1
gpqa · gpqa / hle · hle
multistep constraints51.4
mmlu_pro · mmlu_pro
evidence verificationPrior only
#3Coding40Provisional1/4 Measured dimensions
80% interval: 26.153.9
code generation40
livecodebench · livecodebench / scicode · scicode
repository engineeringPrior only
debugging testingPrior only
tooling qualityPrior only
No data:AgentsKnowledgeMultilingualMultimodalInstruction following

Specifications

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

INPUT
131.1Ktokens
157.3 pages of text
OUTPUT
32.8Ktokens
8K128K1M4M
131.1K

Features

Technical Details

Input
Output
Released
Dec 2025
Tokenizer
Other
Architecture
text+image+video->text
Moderated
No
Supported parameters
frequency_penaltyinclude_reasoningmax_tokenspresence_penaltyreasoningrepetition_penaltyresponse_formatseedstoptemperaturetool_choicetoolstop_ktop_p

Rankings

Excels at

Detailed scores

Updated: Sep 1, 2026

Pricing

undefined metric} other undefined metrics}}

Input price$0.300/M#55 / 181Output price$0.900/M#44 / 181
Input price
LMSpeed rank#55
Score$0.300/M
UpdatedSep 1, 2026
Confidence4
Output price
LMSpeed rank#44
Score$0.900/M
UpdatedSep 1, 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

Score4080% interval26.1–53.91/4 Measured dimensionsLiveCodeBench41.1%#70 / 115SciCode27.2%#170 / 206
Dimensions and evidence
Code generation40
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
livecodebench · livecodebench · z -1.04 · q 1.00
scicode · scicode · z -0.73 · q 1.00
Repository engineeringPrior only
Debugging & testingPrior only
Tool-assisted development & qualityPrior only
LiveCodeBenchV3 evidence
LMSpeed rank#70
Score41.1%
UpdatedSep 1, 2026
Confidence4
SciCodeV3 evidence
LMSpeed rank#170
Score27.2%
UpdatedSep 1, 2026
Confidence4

Reasoning

V3.0

undefined metric} other undefined metrics}} · Estimated

Score49.780% interval38.6–60.92/4 Measured dimensionsMMLU-Pro75.2%#85 / 129GPQA56.6%#177 / 213
Dimensions and evidence
Abstract logicPrior only
Scientific & causal reasoning48.1
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
gpqa · gpqa · z -0.26 · q 1.00
hle · hle · z -0.27 · q 1.00
Multi-step constraints51.4
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
mmlu_pro · mmlu_pro · z -0.01 · q 1.00
Evidence integration & verificationPrior only
MMLU-ProV3 evidence
LMSpeed rank#85
Score75.2%
UpdatedSep 1, 2026
Confidence4
GPQAV3 evidence
LMSpeed rank#177
Score56.6%
UpdatedSep 1, 2026
Confidence4
HLEV3 evidence
LMSpeed rank#191
Score3.7%
UpdatedSep 1, 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}} · Provisional

Score52.280% interval36.1–68.31/4 Measured dimensions
Dimensions and evidence
Foundational math52.2
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
aa_math_index · artificial_analysis_math_index · z 0.70 · q 1.00
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

OpenRouter endpoints

2 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
Novita
novita/bf16
$0.300/M$0.900/M99.4%undefined tokens / undefined tokens
Z.AI
z-ai/fp8
$0.300/M$0.900/M99.2%undefined tokens / undefined tokens

Pricing Comparison

Compare GLM-4.6V API pricing across 32 providers. Prices range from $0.021/M to $150.00/M. Zero API offers the lowest rate at $0.021/M. 1 provider offers free API credits or a free tier.

ProviderHealthModel VariantGroupInput ($/M)Output ($/M)Speed (t/s)First tokenAudit
L1
100%
glm-4.6v
default
$0.479/M
$1.92/M
L1
100%
glm-4.6v
default
-77%$0.068/M
-77%$0.205/M
L1
99%
glm-4.6v
other
-58%$0.125/M
-58%$0.375/M
L1
100%
glm-4.6v
default
-9%$0.274/M
Cache read$0.055/M
-9%$0.822/M
L1
100%
glm-4.6v
default
$5.25/M
$21.00/M
L1
100%
glm-4.6v
default
-93%$0.021/M
-93%$0.062/M
L1
99%
glm-4.6v
default
-9%$0.274/M
-54%$0.411/M
L1
99%
glm-4.6v
default
$0.979/M
Cache read$0.196/M
$2.94/M
L1
98%
zai-org/GLM-4.6V
5倍倍率分组
-32%$0.205/M
Cache read$0.103/M
-32%$0.616/M
L1
92%
glm-4.6v
default
-11%$0.268/M
-11%$0.805/M
L1
100%
glm-4.6v
default
$1.00/M
$1.00/M
L1
100%
glm-4.6v
default
$75.00/M
$75.00/M
L1
100%
glm-4.6v
聊天专属喵
-18%$0.247/M
-18%$0.740/M
L1
100%
glm-4.6v
企业用户
$1.00/M
$3.00/M

Alternatives & Similar Models

Frequently Asked Questions

What benchmark data does GLM-4.6V include?
LMSpeed shows GLM-4.6V benchmark context, API price, output speed, first-token latency, and provider data across 33 providers when those signals are available.
What is the GLM-4.6V API price?
GLM-4.6V has pricing from 33 providers, ranging from $0.021/M to $150.00/M. Zero API has the lowest listed price.
What does the GLM-4.6V API pricing table include?
The GLM-4.6V API pricing table compares 33 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-4.6V API pricing?
Zero API currently has the lowest listed GLM-4.6V price at $0.021/M across 33 providers.
Can I compare GLM-4.6V API price and speed together?
Yes. LMSpeed shows GLM-4.6V API price, output speed, first-token latency, and provider health on the same page so you can compare cost and performance together.
Is GLM-4.6V API free?
Yes, GLM-4.6V free API options are available through 1 providerundefined other undefined} on LMSpeed, including Zero API. These providers offer free API credits or a free tier with no per-token charges.
Where can I get GLM-4.6V free API access?
LMSpeed currently lists 1 free API providerundefined other undefined} for GLM-4.6V: Zero API. Check each provider row before using it because free tier limits can change.

Also known as

GLM-4.6VZhipuAI/GLM-4.6Vglm-4-6vglm-4.6vglm-4.6v-chat(次模型)

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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