Z.ai: GLM 5.3 Flash (batch) vs xAI: Grok Latest
Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-11-07.
| Z.ai: GLM 5.3 Flash (batch) | xAI: Grok Latest | |
|---|---|---|
| Vendor | z-ai | ~x-ai |
| Quality Score | 100 | 100 |
| Benchmark Score | - | 10.9 |
| Input Price | $0.05/M | $2.00/M |
| Output Price | $0.18/M | $6.00/M |
| Context Window | 1,048,576 | 500,000 |
| Max Output | 131,072 | 450,000 |
| Tool Calling | ✓ | ✓ |
| Structured Output | ✓ | ✓ |
| Reasoning Mode | ✓ | ✓ |
| Vision | ✓ | ✓ |
| Audio | - | - |
| Benchmark Scores | ||
| ai_index | - | 12.4 |
The verdict
For a sample job of 1 million input tokens and 250,000 output tokens, GLM 5.3 Flash (batch) costs $0.095 and Grok Latest costs $3.50, so GLM 5.3 Flash (batch) is about 36.8 times cheaper for the same work.
GLM 5.3 Flash (batch) reads up to 1,048,576 tokens at once, roughly 1,573 pages of text, against about 750 pages for Grok Latest.
Only GLM 5.3 Flash (batch) offers video input.
Across the 20 tasks where they differ, GLM 5.3 Flash (batch) scores higher on 7 (Code Completion, Code Documentation, Regex Writing and others), Grok Latest on 13 (SQL Generation, Code Review, Code Refactoring and others).
GLM 5.3 Flash (batch) was released in August 2026 and Grok Latest in July 2026.
Pick GLM 5.3 Flash (batch) if you need lower cost, long documents 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?
| Task | Z.ai: GLM 5.3 Flash (batch) | xAI: Grok Latest |
|---|---|---|
| SQL Generation | 134 | 134 |
| Code Review | 132 | 134 |
| Code Completion | 132 | 118 |
| Code Refactoring | 136 | 138 |
| Bug Fixing | 136 | 138 |
| Unit Test Generation | 124 | 125 |
| Code Documentation | 132 | 131 |
| Regex Writing | 120 | 119 |
| CI/CD Pipelines | 120 | 121 |
| Frontend Component Design | 122 | 123 |
| Data Analysis | 124 | 125 |
| CSV / Spreadsheet Cleanup | 134 | 133 |
| ETL Scripting | 128 | 129 |
| JSON Extraction | 132 | 122 |
| Bulk Data Labeling | 129 | 119 |
| OCR / Document Parsing | 131 | 131 |
| Table Extraction from PDFs | 131 | 131 |
| Long-Document Summarization | 138 | 139 |
| Short-Form Summarization | 124 | 115 |
| Blog Post Writing | 122 | 122 |
Scores reflect capability match + benchmark data + pricing for each task. Methodology →