head-to-head

Z.ai: GLM 5.3 FlashX vs ByteDance Seed: Seed 2.1 Turbo

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

Z.ai: GLM 5.3 FlashX ByteDance Seed: Seed 2.1 Turbo
Vendorz-aibytedance-seed
Quality Score100100
Input Price$0.37/M$0.50/M
Output Price$1.25/M$2.50/M
Context Window1,048,576262,144
Max Output131,072235,929
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 Seed 2.1 Turbo costs $1.12, so GLM 5.3 FlashX is about 1.6 times cheaper for the same work.

GLM 5.3 FlashX reads up to 1,048,576 tokens at once, roughly 1,573 pages of text, against about 393 pages for Seed 2.1 Turbo.

Across the 18 tasks where they differ, GLM 5.3 FlashX scores higher on 18 (SQL Generation, Code Review, Code Completion and others).

GLM 5.3 FlashX was released in September 2026 and Seed 2.1 Turbo in August 2026.

Pick GLM 5.3 FlashX if you need lower cost, long documents 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?

TaskZ.ai: GLM 5.3 FlashXByteDance Seed: Seed 2.1 Turbo
SQL Generation 133 130
Code Review 132 126
Code Completion 131 128
Code Refactoring 136 127
Bug Fixing 136 130
Unit Test Generation 124 121
Code Documentation 131 125
Regex Writing 119 119
CI/CD Pipelines 120 117
CSV / Spreadsheet Cleanup 133 128
ETL Scripting 128 122
JSON Extraction 131 131
Bulk Data Labeling 129 129
OCR / Document Parsing 131 128
Table Extraction from PDFs 131 128
Long-Document Summarization 137 129
Short-Form Summarization 123 123
Blog Post Writing 121 118

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

Related comparisons

Anthropic: Claude Haiku 5.5 (batch) vs Z.ai: GLM 5.3 FlashX Anthropic: Claude Haiku 5.5 vs Z.ai: GLM 5.3 FlashX Anthropic: Claude Opus 5.5 (batch) vs Z.ai: GLM 5.3 FlashX Anthropic: Claude Sonnet 5.5 (batch) vs Z.ai: GLM 5.3 FlashX Anthropic: Claude Sonnet 5.5 vs Z.ai: GLM 5.3 FlashX ByteDance Seed: Seed 2.1 Turbo vs Anthropic: Claude Opus 5 (batch) ByteDance Seed: Seed 2.1 Turbo vs Anthropic: Claude Sonnet 5 ByteDance Seed: Seed 2.1 Turbo vs Anthropic: Claude Sonnet 5 (batch)

The Model Movers Report

One email every Friday, built from this site's own rankings: the current top five by benchmark score, every model released in the last seven days, and one note worked out from that week's numbers. You can unsubscribe from any issue with one click.