head-to-head

OpenAI: GPT-6 Sol (batch) vs Z.ai: GLM 5.3 Flash (batch)

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-10-04.

OpenAI: GPT-6 Sol (batch) Z.ai: GLM 5.3 Flash (batch)
Vendoropenaiz-ai
Quality Score100100
Benchmark Score81.470.6
Input Price$1.00/M$0.06/M
Output Price$5.00/M$0.20/M
Context Window1,050,0001,048,576
Max Output128,000131,072
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision✓✓
Audio--
Benchmark Scores
ai_index78.669.0

The verdict

For a sample job of 1 million input tokens and 250,000 output tokens, GLM 5.3 Flash (batch) costs $0.11 and GPT-6 Sol (batch) costs $2.25, so GLM 5.3 Flash (batch) is about 20.5 times cheaper for the same work.

Both take in a similar amount of text: 1,050,000 and 1,048,576 tokens, about 1,575 and 1,573 pages.

Only GLM 5.3 Flash (batch) offers video input.

On our blended benchmark score GPT-6 Sol (batch) leads 81.4 to 70.6.

Across the 20 tasks where they differ, GPT-6 Sol (batch) scores higher on 13 (SQL Generation, Code Review, Code Refactoring and others), GLM 5.3 Flash (batch) on 7 (Code Completion, Code Documentation, Regex Writing and others).

GPT-6 Sol (batch) was released in September 2026 and GLM 5.3 Flash (batch) in August 2026.

Pick GPT-6 Sol (batch) if you need benchmark performance; pick GLM 5.3 Flash (batch) if you need lower cost or video input.

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?

TaskOpenAI: GPT-6 Sol (batch)Z.ai: GLM 5.3 Flash (batch)
SQL Generation 142 142
Code Review 146 145
Code Completion 120 133
Code Refactoring 148 147
Bug Fixing 150 149
Unit Test Generation 133 132
Code Documentation 137 138
Regex Writing 126 126
CI/CD Pipelines 129 128
Frontend Component Design 131 130
Data Analysis 135 134
CSV / Spreadsheet Cleanup 136 136
ETL Scripting 139 137
JSON Extraction 122 131
Bulk Data Labeling 120 129
OCR / Document Parsing 134 134
Table Extraction from PDFs 134 134
Long-Document Summarization 150 149
Short-Form Summarization 118 127
Blog Post Writing 130 130

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

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