head-to-head

Qwen: Qwen3.8 Max Prime vs Z.ai: GLM 5.3 FlashX

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-10-13.

Qwen: Qwen3.8 Max Prime Z.ai: GLM 5.3 FlashX
Vendorqwenz-ai
Quality Score100100
Input Price$4.00/M$0.37/M
Output Price$12.00/M$1.25/M
Context Window1,000,0001,048,576
Max Output131,072131,072
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision✓✓
Audio--

The verdict

For a sample job of 1 million input tokens and 250,000 output tokens, GLM 5.3 FlashX costs $0.68 and Qwen3.8 Max Prime costs $7.00, so GLM 5.3 FlashX is about 10.3 times cheaper for the same work.

Both take in a similar amount of text: 1,000,000 and 1,048,576 tokens, about 1,500 and 1,573 pages.

Across the 10 tasks where they differ, GLM 5.3 FlashX on 10 (SQL Generation, Code Completion, Code Documentation and others).

Pick GLM 5.3 FlashX if you need lower cost or the stronger all-round task scores.

Costs use current list prices per million tokens; page counts assume about 0.75 words per token and 500 words per page.

Who wins by task?

TaskQwen: Qwen3.8 Max PrimeZ.ai: GLM 5.3 FlashX
SQL Generation 132 133
Code Completion 116 131
Code Documentation 128 131
Regex Writing 116 119
CSV / Spreadsheet Cleanup 132 133
JSON Extraction 120 131
Bulk Data Labeling 117 129
Long-Document Summarization 136 137
Short-Form Summarization 112 123
Blog Post Writing 120 121

Scores reflect capability match + benchmark data + pricing for each task. Methodology →

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