head-to-head

Qwen: Qwen3.8 Max Prime vs Z.ai: GLM Flash Latest

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-11-07.

Qwen: Qwen3.8 Max Prime Z.ai: GLM Flash Latest
Vendorqwen~z-ai
Quality Score100100
Input Price$4.00/M$0.03/M
Output Price$12.00/M$0.08/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 Flash Latest costs $0.054 and Qwen3.8 Max Prime costs $7.00, so GLM Flash Latest is about 129.0 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 Flash Latest on 10 (SQL Generation, Code Completion, Code Documentation and others).

Qwen3.8 Max Prime was released in September 2026 and GLM Flash Latest in August 2026.

Pick GLM Flash Latest 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 Flash Latest
SQL Generation 132 134
Code Completion 116 132
Code Documentation 128 132
Regex Writing 116 120
CSV / Spreadsheet Cleanup 132 134
JSON Extraction 120 132
Bulk Data Labeling 117 130
Long-Document Summarization 136 138
Short-Form Summarization 112 124
Blog Post Writing 120 122

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

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