AI model comparison

Nova 2 Lite vs GLM 4.5

Pricing, context window, benchmarks, and features compared side by side. Or skip the guesswork and send one prompt to both.

Nova 2 Lite is a fast, cost-effective reasoning model for everyday workloads that can process text, images, and videos to generate text.

Input / 1M
$0.30
Output / 1M
$2.50
Context
1M

GLM-4.5 is our latest flagship foundation model, purpose-built for agent-based applications. It leverages a Mixture-of-Experts (MoE) architecture and supports a context length of up to 128k tokens.

GLM 4.5 is scheduled to be retired on December 31, 2026. Consider GLM 5.3 instead.

Input / 1M
$0.60
Output / 1M
$2.20
Context
131K

At a glance

Quick verdict

How the two models stack up on the things people ask about most.

Lower price

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Nova 2 Lite

1.2x cheaper for a typical chat

Higher intelligence score

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Nova 2 Lite

13.4 vs 12.8 on Artificial Analysis

Larger context window

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Nova 2 Lite

1M vs 131K tokens

Newer release

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Nova 2 Lite

Released December 2, 2025

Benchmarks

Benchmark scores

Independent scores from Artificial Analysis. Higher is better.

Intelligence index

amazon logoNova 2 Lite13.4
z-ai logoGLM 4.512.8

Coding index

amazon logoNova 2 Lite23
z-ai logoGLM 4.5Not available

Agentic index

amazon logoNova 2 LiteNot available
z-ai logoGLM 4.5Not available

Pricing

Nova 2 Lite vs GLM 4.5 API pricing

Per-token API rates. Cheaper option highlighted.

Metricamazon logoNova 2 Litez-ai logoGLM 4.5
Input tokensPer 1M tokens$0.30$0.60
Output tokensPer 1M tokens$2.50$2.20
Cached input (read)Per 1M tokensNot available$0.11
Cache writePer 1M tokensNot availableNot available

What it costs in practice

Estimated cost per 1,000 requests at standard rates. Coding and long-document figures also show the cost when the input is already cached.

Chat message

2K in, 500 out

amazon logoNova 2 Lite$1.85
z-ai logoGLM 4.5$2.30

Coding task

30K in, 4K out

amazon logoNova 2 Lite$19
z-ai logoGLM 4.5$26.80$12.10 cached

Long document summary

150K in, 2K out

amazon logoNova 2 Lite$50
z-ai logoGLM 4.5$94.40$20.90 cached

Specs

Context window and capabilities

How much each model can read, how much it can write, and what it accepts as input.

Metricamazon logoNova 2 Litez-ai logoGLM 4.5
Context window1M tokens131K tokens
Max output66K tokens98K tokens
Input typesFile, Image, Text, VideoText
Output typesTextText
Reasoning effort levelsNot availableNot available
Default reasoning effortNot availableNot available
Release dateDecember 2, 2025July 25, 2025

Features

Supported features

API features available for each model.

Metricamazon logoNova 2 Litez-ai logoGLM 4.5
Tool callingSupportedSupported
Structured outputsNot supportedNot supported
JSON modeNot supportedSupported
ReasoningSupportedSupported
TemperatureSupportedSupported
Stop sequencesSupportedNot supported
Deterministic seedNot supportedNot supported
Verbosity controlNot supportedNot supported

Our take

Nova 2 Lite is 1.2x cheaper for a typical chat. Nova 2 Lite scores higher on the Artificial Analysis Intelligence Index (13.4 vs 12.8). Nova 2 Lite has the larger context window (1M vs 131K tokens). The right pick depends on your workload, so the quickest way to settle it is to send the same prompt to both and compare.

FAQ

Frequently asked questions

Is Nova 2 Lite or GLM 4.5 cheaper?

Nova 2 Lite is cheaper for a typical chat (2K input tokens and 500 output tokens). Nova 2 Lite costs $0.30 per 1M input tokens and $2.50 per 1M output tokens, while GLM 4.5 costs $0.60 per 1M input tokens and $2.20 per 1M output tokens.

Which has a bigger context window, Nova 2 Lite or GLM 4.5?

Nova 2 Lite supports up to 1M tokens of context, compared with 131K for GLM 4.5.

Is Nova 2 Lite smarter than GLM 4.5?

On the Artificial Analysis Intelligence Index, Nova 2 Lite scores 13.4 and GLM 4.5 scores 12.8, putting Nova 2 Lite ahead. Benchmarks don't capture everything, so the best test is running your own prompts through both.

Can I use Nova 2 Lite and GLM 4.5 at the same time?

Yes. Shortcut Chat sends one prompt to multiple models at once, so you can see Nova 2 Lite and GLM 4.5 answer side by side and keep the better response.

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Why choose? Ask both.

Send one prompt to Nova 2 Lite and GLM 4.5 at the same time. Compare the answers side by side and keep the best one.