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GLM-5.3-Flash vs GPT-5.6 Sol

GLM-5.3-Flash and GPT-5.6 Sol are closely matched at 51.6 and 57.2 on the LLM Stats Score. GLM-5.3-Flash is 47.4x cheaper per token.

Zhipu AI · OpenAI · Updated for 2026

Which is better?

GLM-5.3-Flash and GPT-5.6 Sol are closely matched on the overall LLM Stats Score at 51.6 and 57.2.

In the 6 individual benchmarks reported for both models, GPT-5.6 Sol wins 4; this is a narrower head-to-head signal than the composite indexes.

On price, GLM-5.3-Flash is roughly 47.4x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

GPT-5.6 Sol also accepts a larger context window (1,050,000 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 GLM-5.3-Flash

  • cost matters — it's about 47.4x cheaper per token
  • you want the most recent training data — it shipped Aug 2026
  • you need open weights you can self-host or fine-tune

Choose GPT-5.6 Sol

  • your work emphasizes coding — it leads those capability indexes
  • you value its reported benchmark strengths — it wins 4 of 6 exact shared results
  • you process long inputs — it offers a 1,050,000 token context window

At a glance

The differences that matter most.

Core performance indexes
51.6
#11
57.2
#1
50.3
#13
56.6
#2
37.8
#22
50.6
#1
39.1
#9
44.3
#1
Cost, coverage & limits
Benchmark wins
2 of 6
4 of 6
Input price
$0.15 / M
$5.00 / M
Output price
$0.50 / M
$30.00 / M
Context window
1,048,576
1,050,000

Capability indexes

Additional strengths measured across groups of related public benchmarks

3 shared
Index
GLM-5.3-Flash
GPT-5.6 Sol
32.0#21
38.2#5
34.2#4
34.3#3
30.9#24
38.3#3
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

15 reported for GLM-5.3-Flash · 44 for GPT-5.6 Sol

6 shared

GLM-5.3-Flash outperforms in 2 benchmarks (AutomationBench, Toolathlon), while GPT-5.6 Sol is better at 4 benchmarks (Agents' Last Exam, Artificial Analysis, DeepSWE 1.1, Terminal-Bench 2.1).

GPT-5.6 Sol shows notably better performance in the majority of benchmarks.

Fri Aug 28 2026 • llm-stats.com

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, GLM-5.3-Flash ($0.15/1M tokens) is 33.3x cheaper than GPT-5.6 Sol ($5.00/1M tokens).

For output processing, GLM-5.3-Flash ($0.50/1M tokens) is 60.0x cheaper than GPT-5.6 Sol ($30.00/1M tokens).

In conclusion, GPT-5.6 Sol is more expensive than GLM-5.3-Flash.*

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

Lowest available price from all providers
Fri Aug 28 2026 • llm-stats.com
Zhipu AI
GLM-5.3-Flash
Input tokens$0.15
Output tokens$0.50
Best providerDeepinfra
OpenAI
GPT-5.6 Sol
Input tokens$5.00
Output tokens$30.00
Best providerOpenAI
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

GPT-5.6 Sol accepts 1,050,000 input tokens compared to GLM-5.3-Flash's 1,048,576 tokens. GLM-5.3-Flash can generate longer responses up to 131,072 tokens, while GPT-5.6 Sol is limited to 128,000 tokens.

Zhipu AI
GLM-5.3-Flash
Input1,048,576 tokens
Output131,072 tokens
OpenAI
GPT-5.6 Sol
Input1,050,000 tokens
Output128,000 tokens
Fri Aug 28 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both GLM-5.3-Flash and GPT-5.6 Sol support multimodal inputs.

They are both capable of processing various types of data, offering versatility in application.

GLM-5.3-Flash

Text
Images
Audio
Video

GPT-5.6 Sol

Text
Images
Audio
Video

License

Usage and distribution terms

GLM-5.3-Flash is licensed under MIT, while GPT-5.6 Sol 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

GPT-5.6 Sol

Proprietary

Closed source

Release Timeline

When each model was launched

GLM-5.3-Flash was released on 2026-08-26, while GPT-5.6 Sol was released on 2026-07-09.

GLM-5.3-Flash is 2 months newer than GPT-5.6 Sol.

GLM-5.3-Flash

Aug 26, 2026

2 days ago

1mo newer
GPT-5.6 Sol

Jul 9, 2026

1 months ago

Knowledge Cutoff

When training data ends

GPT-5.6 Sol has a documented knowledge cutoff of 2026-02-16, while GLM-5.3-Flash's cutoff date is not specified.

We can confirm GPT-5.6 Sol's training data extends to 2026-02-16, but cannot make a direct comparison without GLM-5.3-Flash's cutoff date.

GLM-5.3-Flash

GPT-5.6 Sol

Feb 2026

Provider Availability

GLM-5.3-Flash is available from DeepInfra, Novita, ZAI. GPT-5.6 Sol is available from OpenAI.

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

GPT-5.6 Sol

openai logo
OpenAI
Input Price:Input: $5.00/1MOutput Price:Output: $30.00/1M
* 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 GPT-5.6 Sol side-by-side, then vote on the output you prefer.

GLM-5.3-Flash
✓ Preferred
GPT-5.6 Sol
Open in Playground

FAQ

Common questions about GLM-5.3-Flash vs GPT-5.6 Sol.

Which is better, GLM-5.3-Flash or GPT-5.6 Sol?

GLM-5.3-Flash and GPT-5.6 Sol are closely matched on the LLM Stats Score at 51.6 and 57.2. GLM-5.3-Flash is made by Zhipu AI and GPT-5.6 Sol is made by OpenAI. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does GLM-5.3-Flash compare to GPT-5.6 Sol 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%. GPT-5.6 Sol scores Connectors: 100.0%, Capture-the-Flag Challenges (Internal): 96.7%, HealthBench Consensus: 95.5%, GPQA: 94.6%, MRCR v2 (8-needle): 91.5%.

Is GLM-5.3-Flash cheaper than GPT-5.6 Sol?

GLM-5.3-Flash is 33.3x cheaper for input tokens. GLM-5.3-Flash costs $0.15/M input and $0.50/M output via deepinfra. GPT-5.6 Sol costs $5.00/M input and $30.00/M output via openai.

What are the context window sizes for GLM-5.3-Flash and GPT-5.6 Sol?

GLM-5.3-Flash supports 1.0M tokens and GPT-5.6 Sol supports 1.1M 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 GPT-5.6 Sol?

Key differences include LLM Stats Score (51.6 vs 57.2), context window (1.0M vs 1.1M), input pricing ($0.15 vs $5.00/M), licensing (MIT vs Proprietary). See the full comparison above for benchmark-by-benchmark results.

Who makes GLM-5.3-Flash and GPT-5.6 Sol?

GLM-5.3-Flash is developed by Zhipu AI and GPT-5.6 Sol is developed by OpenAI.