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GLM-5.3-Flash vs Nova Micro

Comparing GLM-5.3-Flash and Nova Micro across benchmarks, pricing, and capabilities.

Zhipu AI · Amazon · Updated for 2026

Which is better?

GLM-5.3-Flash and Nova Micro trade strengths across price, capabilities, and technical limits. The better choice depends on the workload.

On price, Nova Micro is roughly 4.1x 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 benchmark, pricing, and model metadata for 2026.

Choose GLM-5.3-Flash

  • 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

Choose Nova Micro

  • cost matters — it's about 4.1x cheaper per token

At a glance

The differences that matter most.

Benchmark wins
Input price
$0.15 / M
$0.03 / M
Output price
$0.50 / M
$0.14 / M
Context window
1,048,576
128,000
Released
Aug 2026
Nov 2024
License
MIT
Proprietary

Performance Benchmarks

Comparative analysis across standard metrics

No common benchmarks found

GLM-5.3-Flash and Nova Microdon't have any common benchmark datasets to compare. They may have been evaluated on different testing suites.

Arena Performance

Playground indexes and blind preference scores

Pricing Analysis

Price comparison per million tokens

Nova Micro costs less

For input processing, GLM-5.3-Flash ($0.15/1M tokens) is 5.0x more expensive than Nova Micro ($0.03/1M tokens).

For output processing, GLM-5.3-Flash ($0.50/1M tokens) is 3.6x more expensive than Nova Micro ($0.14/1M tokens).

In conclusion, GLM-5.3-Flash is more expensive than Nova Micro.*

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

Lowest available price from all providers
Thu Aug 27 2026 • llm-stats.com
Zhipu AI
GLM-5.3-Flash
Input tokens$0.15
Output tokens$0.50
Best providerDeepinfra
Amazon
Nova Micro
Input tokens$0.03
Output tokens$0.14
Best providerAWS Bedrock
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

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

Zhipu AI
GLM-5.3-Flash
Input1,048,576 tokens
Output131,072 tokens
Amazon
Nova Micro
Input128,000 tokens
Output128,000 tokens
Thu Aug 27 2026 • llm-stats.com

Input Capabilities

Supported data types and modalities

GLM-5.3-Flash supports multimodal inputs, whereas Nova Micro does not.

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

GLM-5.3-Flash

Text
Images
Audio
Video

Nova Micro

Text
Images
Audio
Video

License

Usage and distribution terms

GLM-5.3-Flash is licensed under MIT, while Nova Micro uses a proprietary license.

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

GLM-5.3-Flash

MIT

Open weights

Nova Micro

Proprietary

Closed source

Release Timeline

When each model was launched

GLM-5.3-Flash was released on 2026-08-26, while Nova Micro was released on 2024-11-20.

GLM-5.3-Flash is 21 months newer than Nova Micro.

GLM-5.3-Flash

Aug 26, 2026

1 days ago

1.8yr newer
Nova Micro

Nov 20, 2024

1.8 years ago

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

GLM-5.3-Flash is available from DeepInfra, Novita, ZAI. Nova Micro is available from Bedrock.

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

Nova Micro

bedrock logo
AWS Bedrock
Input Price:Input: $0.03/1MOutput Price:Output: $0.14/1M
* 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 GLM-5.3-Flash and Nova Micro side-by-side, then vote on the output you prefer.

GLM-5.3-Flash
✓ Preferred
Nova Micro
Open in Playground

FAQ

Common questions about GLM-5.3-Flash vs Nova Micro.

Which is better, GLM-5.3-Flash or Nova Micro?

GLM-5.3-Flash (Zhipu AI) and Nova Micro (Amazon) each have strengths in different areas. Compare their benchmark scores, pricing, context windows, and capabilities above to determine which fits your needs.

How does GLM-5.3-Flash compare to Nova Micro in benchmarks?

GLM-5.3-Flash scores CharXiv-R: 89.4%, Terminal-Bench 2.1: 84.3%, MMVU: 80.5%, Toolathlon: 78.4%, Chartography: 78.0%. Nova Micro scores GSM8k: 92.3%, ARC-C: 90.2%, Translation Set1→en COMET22: 88.7%, Translation en→Set1 COMET22: 88.5%, IFEval: 87.2%.

Is GLM-5.3-Flash cheaper than Nova Micro?

Nova Micro is 5.0x cheaper for input tokens. GLM-5.3-Flash costs $0.15/M input and $0.50/M output via deepinfra. Nova Micro costs $0.03/M input and $0.14/M output via bedrock.

What are the context window sizes for GLM-5.3-Flash and Nova Micro?

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

What are the main differences between GLM-5.3-Flash and Nova Micro?

Key differences include context window (1.0M vs 128K), input pricing ($0.15 vs $0.03/M), multimodal support (yes vs no), licensing (MIT vs Proprietary). See the full comparison above for benchmark-by-benchmark results.

Who makes GLM-5.3-Flash and Nova Micro?

GLM-5.3-Flash is developed by Zhipu AI and Nova Micro is developed by Amazon.