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ERNIE 4.5 vs GLM-5.3-Flash

GLM-5.3-Flash leads the LLM Stats Score 51.7 to -13.1. GLM-5.3-Flash is 5.5x cheaper per token.

Baidu · Zhipu AI · Updated for 2026

Which is better?

GLM-5.3-Flash leads the overall LLM Stats Score 51.7 to -13.1, ranking #11 overall.

On price, GLM-5.3-Flash is roughly 5.5x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

GLM-5.3-Flash also accepts a larger context window (1,048,576 input tokens), making it the stronger choice for long documents and large codebases.

Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.

Choose ERNIE 4.5

  • you want predictable pricing at $0.40/M input and $4.00/M output

Choose GLM-5.3-Flash

  • overall performance matters — it scores 51.7 and ranks #11 on LLM Stats
  • your work emphasizes reasoning — it leads those capability indexes
  • cost matters — it's about 5.5x cheaper per token
  • you process long inputs — it offers a 1,048,576 token context window
  • you want the most recent training data — it shipped Aug 2026
  • you need open weights you can self-host or fine-tune

At a glance

The differences that matter most.

Core performance indexes
-13.1
#350
51.7
#11
-13.0
#344
50.5
#13
Cost, coverage & limits
Benchmark wins
Input price
$0.40 / M
$0.15 / M
Output price
$4.00 / M
$0.50 / M
Context window
128,000
1,048,576

Individual benchmarks

20 reported for ERNIE 4.5 · 15 for GLM-5.3-Flash

No common benchmarks found

ERNIE 4.5 and GLM-5.3-Flashdon't have any common benchmark datasets to compare. They may have been evaluated on different testing suites.

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

GLM-5.3-Flash costs less

For input processing, ERNIE 4.5 ($0.40/1M tokens) is 2.7x more expensive than GLM-5.3-Flash ($0.15/1M tokens).

For output processing, ERNIE 4.5 ($4.00/1M tokens) is 8.0x more expensive than GLM-5.3-Flash ($0.50/1M tokens).

In conclusion, ERNIE 4.5 is more expensive than GLM-5.3-Flash.*

* Using a 3:1 ratio of input to output tokens

Lowest available price from all providers
Mon Aug 31 2026 • llm-stats.com
Baidu
ERNIE 4.5
Input tokens$0.40
Output tokens$4.00
Best providerNovita
Zhipu AI
GLM-5.3-Flash
Input tokens$0.15
Output tokens$0.50
Best providerDeepinfra
Notice missing or incorrect data?Start an Issue

Model Size

Parameter count comparison

299.0B diff

GLM-5.3-Flash has 299.0B more parameters than ERNIE 4.5, making it 1423.8% larger.

Baidu
ERNIE 4.5
21.0Bparameters
Zhipu AI
GLM-5.3-Flash
320.0Bparameters
21.0B
ERNIE 4.5
320.0B
GLM-5.3-Flash

Context Window

Maximum input and output token capacity

GLM-5.3-Flash accepts 1,048,576 input tokens compared to ERNIE 4.5's 128,000 tokens. GLM-5.3-Flash can generate longer responses up to 131,072 tokens, while ERNIE 4.5 is limited to 65,536 tokens.

Baidu
ERNIE 4.5
Input128,000 tokens
Output65,536 tokens
Zhipu AI
GLM-5.3-Flash
Input1,048,576 tokens
Output131,072 tokens
Mon Aug 31 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

GLM-5.3-Flash supports multimodal inputs, whereas ERNIE 4.5 does not.

GLM-5.3-Flash can handle both text and other forms of data like images, making it suitable for multimodal applications.

ERNIE 4.5

Text
Images
Audio
Video

GLM-5.3-Flash

Text
Images
Audio
Video

License

Usage and distribution terms

ERNIE 4.5 is licensed under a proprietary license, while GLM-5.3-Flash uses MIT.

License differences may affect how you can use these models in commercial or open-source projects.

ERNIE 4.5

Proprietary

Closed source

GLM-5.3-Flash

MIT

Open weights

Release Timeline

When each model was launched

ERNIE 4.5 was released on 2025-06-25, while GLM-5.3-Flash was released on 2026-08-26.

GLM-5.3-Flash is 14 months newer than ERNIE 4.5.

ERNIE 4.5

Jun 25, 2025

1.2 years ago

GLM-5.3-Flash

Aug 26, 2026

4 days ago

1.2yr newer

Knowledge Cutoff

When training data ends

Neither model specifies a knowledge cutoff date.

Unable to compare the recency of their training data.

No cutoff dates available

Provider Availability

ERNIE 4.5 is available from Novita. GLM-5.3-Flash is available from DeepInfra, Novita, ZAI.

ERNIE 4.5

novita logo
Novita
Input Price:Input: $0.40/1MOutput Price:Output: $4.00/1M

GLM-5.3-Flash

deepinfra logo
Deepinfra
Input Price:Input: $0.15/1MOutput Price:Output: $0.50/1M
novita logo
Novita
Input Price:Input: $0.15/1MOutput Price:Output: $0.50/1M
z logo
Unknown Organization
Input Price:Input: $0.15/1MOutput Price:Output: $0.50/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?Start an Issue discussion

Judge for yourself.

Run your own prompts against ERNIE 4.5 and GLM-5.3-Flash side-by-side, then vote on the output you prefer.

ERNIE 4.5
✓ Preferred
GLM-5.3-Flash
Open in Playground

FAQ

Common questions about ERNIE 4.5 vs GLM-5.3-Flash.

Which is better, ERNIE 4.5 or GLM-5.3-Flash?

GLM-5.3-Flash leads the LLM Stats Score 51.7 to -13.1. ERNIE 4.5 is made by Baidu and GLM-5.3-Flash is made by Zhipu AI. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does ERNIE 4.5 compare to GLM-5.3-Flash in benchmarks?

ERNIE 4.5 scores GPQA: 74.0%, ARC-E: 60.7%, PIQA: 55.2%, Winogrande: 51.3%, CLUEWSC: 48.6%. GLM-5.3-Flash scores CharXiv-R: 89.4%, Terminal-Bench 2.1: 84.3%, MMVU: 80.5%, Toolathlon: 78.4%, Chartography: 78.0%.

Is ERNIE 4.5 cheaper than GLM-5.3-Flash?

GLM-5.3-Flash is 2.7x cheaper for input tokens. ERNIE 4.5 costs $0.40/M input and $4.00/M output via novita. GLM-5.3-Flash costs $0.15/M input and $0.50/M output via deepinfra.

What are the context window sizes for ERNIE 4.5 and GLM-5.3-Flash?

ERNIE 4.5 supports 128K tokens and GLM-5.3-Flash supports 1.0M tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between ERNIE 4.5 and GLM-5.3-Flash?

Key differences include LLM Stats Score (-13.1 vs 51.7), context window (128K vs 1.0M), input pricing ($0.40 vs $0.15/M), multimodal support (no vs yes), licensing (Proprietary vs MIT). See the full comparison above for benchmark-by-benchmark results.

Who makes ERNIE 4.5 and GLM-5.3-Flash?

ERNIE 4.5 is developed by Baidu and GLM-5.3-Flash is developed by Zhipu AI.