GLM 4.5V vs Nova Pro 1.0 (Comparative Analysis)

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Comparative Analysis: GLM 4.5V vs. Nova Pro 1.0
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Overview

Nova Pro 1.0 was released 8 months before GLM 4.5V.
GLM 4.5VGLM 4.5V
Nova Pro 1.0Nova Pro 1.0
Model Provider
The organization behind this AI's development
Z.AI logoZ.AI
Amazon logoAmazon
Input Context Window
Maximum input tokens this model can process at once
65.5K
tokens
300K
tokens
Output Token Limit
Maximum output tokens this model can generate at once
16.4K
tokens
5.1K
tokens
Release Date
When this model first became publicly available
August 11th, 2025
December 5th, 2024
Knowledge Cutoff
Latest training-data date reported by the provider
December 31, 2024
October 31, 2024

Capabilities & Features

Compare supported features, modalities, and advanced capabilities
GLM 4.5V
Nova Pro 1.0
Input Types
Supported input formats
📝Text🖼️Image
📝Text🖼️Image
Reasoning Controls
Defaults and configurable reasoning effort
Optional
Not reported
Output Types
Supported output formats
📝Text
📝Text
Tokenizer
Text encoding system
OtherNova
Key Features
Advanced capabilities
Function CallingStructured OutputReasoning ModeContent Moderation
Function CallingStructured OutputReasoning ModeContent Moderation
Open Source
Model availability
Available on HuggingFace →Proprietary

Pricing

GLM 4.5V is roughly 0.7x less expensive compared to Nova Pro 1.0 for input tokens and roughly 0.6x less expensive for output tokens.
GLM 4.5VGLM 4.5V
Nova Pro 1.0Nova Pro 1.0
Input Token Cost
Cost per million input tokens
$0.60
per million tokens
$0.80
per million tokens
Output Token Cost
Cost per million output tokens
$1.80
per million tokens
$3.20
per million tokens
Cache Read Cost
Cost to reuse cached input tokens
$0.11
per million tokens
Not specified

Benchmarks

Compare relevant benchmarks between GLM 4.5V and Nova Pro 1.0.
GLM 4.5VGLM 4.5V
Nova Pro 1.0Nova Pro 1.0
Best Design Arena Score
Highest human-preference Elo score across design arenas
Benchmark not available.
830 Elo
(#115 in Website (21.4% win rate))

At a Glance

Quick overview of what makes GLM 4.5V and Nova Pro 1.0 unique.
Z.AI logoGLM 4.5V by Z.AI understands both text and images, can use external tools and APIs, offers advanced reasoning, generates structured data. It can handle standard conversations with its 65.5K token context window. Reasonably priced at $0.60/M input and $1.80/M output tokens. Released August 11th, 2025.
Amazon logoNova Pro 1.0 by Amazon understands both text and images, can use external tools and APIs. It can handle standard conversations with its 300K token context window. Reasonably priced at $0.80/M input and $3.20/M output tokens. Includes built-in content moderation for safer outputs. Released December 5th, 2024.

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