GLM-4.6V is Zhipu AI's language model with a 131K context window and up to 33K output tokens, available from 4 providers, starting at $0.3 / 1M input and $0.9 / 1M output. A multimodal MoE vision-language model from Z AI in the GLM-V family, supporting vision, file input, and scalable reinforcement learning-based reasoning.
Specifications
Canonical IDzhipu-glm-4-6v
TypeLanguage
StatusActive
CreatorZhipu AIZhipu AI
Providers
Context Window131K tokens
Max Output33K tokens
Input ModalitiesImagePDFTextVideo
Output ModalitiesText
Reasoning Effortsdefault
Parameters108B
HuggingFace Likes390
HuggingFace Downloads (30d)6,998
HuggingFace Downloads (all-time)405,792
Release Date · 7 months ago
Benchmarks
Intelligence Index
11.0
#282
Math Index
26.3
#186
MMLU-Pro
0.8
#162
GPQA
0.6
#300
HLE
0.0
#443
LiveCodeBench
0.4
#162
IFBench
0.3
#355
Time to First Token
1.13s
#384
SciCode
0.3
#289
AIME 2025
0.3
#186
LCR
0.1
#303
TerminalBench Hard
0.0
#296
TAU2
0.3
#236
Output TPS
43.5
#233

Capabilities

Input4/5
Text
Image
Audio·
Video
PDF
Output1/5
Text
Image·
Audio·
Video·
Embedding·
Capabilities6/13
Reasoning
Adaptive Reasoning·
Function Calling
Parallel Function Calling
Structured Outputs
Native JSON Schema
Web Search·
URL Context·
Computer Use·
Code Execution·
File Search·
Prompt Caching
Assistant Prefill·

Pricing by Provider

US Dollar ($)
Per 1M tokens
ProviderStandard
Input
$ / 1M
Output
$ / 1M
Cache Read
$ / 1M
Hugging Face logo
Hugging Face
novita:zai-org/glm-4.6v
$0.3$0.9N/A
Novita logo
Novita
novita/zai-org/glm-4.6v
$0.3$0.9$0.055
OpenRouter logo
OpenRouter
z-ai/glm-4.6v
$0.3$0.9$0.055
Vercel AI Gateway logo
Vercel AI Gateway
zai/glm-4.6v
$0.3$0.9$0.05

Cost Calculator

US Dollar ($)
Preset:

Cheapest Instances to Run It

Cloud GPU instances that can host GLM-4.6V, ranked by cheapest on-demand price. The model needs about 259 GB of GPU memory at FP16 precision (estimated from its parameter count), so treat the fit as guidance rather than a guarantee.

All clouds
FP16 (full precision)
US Dollar ($)
Instance
Cloud
GPU
VRAM
Price
Cheapest region
Standard_NC96ads_A100_v4Azure4× NVIDIA A100320 GB$14.69/hrwestus2
g7e.24xlargeAWS4× RTX PRO Server 6000384 GB$16.57/hrus-east-1
p4d.24xlargeAWS8× A100320 GB$21.96/hrus-west-2
7 more instances can run GLM-4.6V
Unlock the full ranked list and FP8 / INT4 quantization with a CloudPrice subscription.

Versions

VersionReleasedContextInput / 1MOutput / 1MStatus
GLM-4.6V131K$0.300$0.900Current
GLM-4.5V131K$0.600$1.20Deprecating

Model IDs

glm-4-6v
glm-4-6v-reasoning
novita/zai-org/glm-4.6v
z-ai/glm-4.6v
zai-org/glm-4.6v
zai-org/GLM-4.6V
zai/glm-4.6v
zhipu-glm-4-6v