GLM-5.3 Flash vs GPT-5.6 Sol: Specs & Benchmark Comparison

GLM-5.3 Flash is developed by Zhipu AI, while GPT-5.6 Sol comes from OpenAI. GPT-5.6 Sol was released in July 2026, and GLM-5.3 Flash followed a month later in August 2026. GLM-5.3 Flash has a published size of about 320 billion parameters; OpenAI has not disclosed the parameter count of GPT-5.6 Sol.

The two models share 6 published benchmarks. GPT-5.6 Sol leads on 4 of them, GLM-5.3 Flash on 2. The widest gaps are on AutomationBench v1.0.6, where GLM-5.3 Flash scores 48.8% against 18.1%; Agents' Last Exam, where GPT-5.6 Sol scores 52.7% against 26.3%. Averaged across everything we track, GLM-5.3 Flash sits at 64.1% and GPT-5.6 Sol at 63.9%.

GLM-5.3 Flash is the cheaper API at $0.15 per million input tokens and $0.50 per million output tokens, roughly 33 times cheaper than GPT-5.6 Sol at $5 and $30. Both accept a context window of about 1M tokens. GLM-5.3 Flash accepts text, images, and video as input, while GPT-5.6 Sol accepts text and images.

CharacteristicGLM-5.3 FlashGPT-5.6 Sol
CompanyZhipu AIOpenAI
Release DateAugust 26, 2026July 9, 2026
Parameters320B—
MultimodalYesYes
Context (input)1.0M1.1M
Context (output)131K128K
Input Price / 1M$0.15$5.00
Output Price / 1M$0.50$30.00
Average Score64.1%63.9%
Benchmarks
AutomationBench v1.0.648.8%18.1%
Agents' Last Exam26.3%52.7%
Toolathlon Verified78.4%58.0%
DeepSWE 1.163.4%73.0%
Terminal-Bench 2.184.3%88.8%
Artificial Analysis57.0%59.0%

Visual Benchmark Comparison

GLM-5.3 Flash
GPT-5.6 Sol
AutomationBench v1.0.60.5 vs 0.2
0.5
0.2
Agents' Last Exam0.3 vs 0.5
0.3
0.5
Toolathlon Verified0.8 vs 0.6
0.8
0.6
DeepSWE 1.10.6 vs 0.7
0.6
0.7
Terminal-Bench 2.10.8 vs 0.9
0.8
0.9
Artificial Analysis0.6 vs 0.6
0.6
0.6

Verdict

GLM-5.3 Flash leads in 2 out of 4 comparison categories.

Overall Performance

Both models show comparable average scores: GLM-5.3 Flash — 0.6, GPT-5.6 Sol — 0.6.

API Cost

GLM-5.3 Flash is 53.8x cheaper: input $0.15/1M vs $5.00/1M tokens.

Context Window

GPT-5.6 Sol supports a larger context: 1M vs 1M tokens.

Recency

GLM-5.3 Flash is newer: released 8/26/2026 vs 7/9/2026.

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Frequently Asked Questions

Which is better for coding — GLM-5.3 Flash or GPT-5.6 Sol?
Direct comparison on the SWE-Bench benchmark is not available. We recommend reviewing other metrics on the comparison page.
Which model is cheaper — GLM-5.3 Flash or GPT-5.6 Sol?
GLM-5.3 Flash is cheaper for input: $0.15 per 1M tokens vs $5.00.
Which has a larger context window — GLM-5.3 Flash or GPT-5.6 Sol?
GPT-5.6 Sol supports a larger context: 1,050,000 tokens vs 1,048,576.

The GLM-5.3 Flash and GPT-5.6 Sol comparison is updated for 2026. Data includes benchmark results, API pricing, context window size and other specifications. For more detailed information, visit the GLM-5.3 Flash or GPT-5.6 Sol page. See also the complete list of AI model comparisons.