GLM-5.3-Flash Benchmark Details
GLM-5.3-Flash currently shows benchmark results led by HLE (15 / 183, score 55.30), AutomationBench (1 / 9, score 48.80), GDPval-AA v2 (2 / 15, score 1773). This page also compares it with 3 competitor models and 2 predecessor or same-series models, including performance and pricing views when available. 3 source links are attached for reference.
Benchmark Results
Benchmark Results
AI Agent - Tool Usage
3 evaluationsCoding and Software Engineer
2 evaluationsProductivity Knowledge
2 evaluationsMultimodal Understanding
4 evaluationsCompetitor Comparison
Benchmark scores for GLM-5.3-Flash compared against top models in its class
10 benchmarks with comparable scores. Each model shows its best score; mode label is displayed below.
| Benchmark | GLM-5.3-FlashCurrent | Qwen3.8-Flash-Next | DeepSeek-V4-Flash-Vision-Exp | Gemini 3.7 Flash |
|---|---|---|---|---|
HLE 综合评估 | 55.30Thinking Level · High ｜ Tools | 35.90Thinking Level · Extra High | -- | -- |
AutomationBench AI Agent - 工具使用 | 48.80Thinking Level · High ｜ Tools | -- | 25.70Thinking Level · High ｜ Tools | 30.40Thinking Enabled ｜ Tools |
Terminal-Bench 2.1 AI Agent - 工具使用 | 84.30Thinking Level · High ｜ Tools | -- | 83.90Thinking Level · High ｜ Tools | 85.80Thinking Enabled ｜ Tools |
Toolathlon-Verified AI Agent - 工具使用 | 78.40Thinking Level · High ｜ Tools | 73.50Thinking Level · Extra High ｜ Tools | -- | -- |
DeepSWE 编程与软件工程 | 63.40Thinking Level · High ｜ Tools | 58.70Thinking Level · Extra High ｜ Tools | 59.30Thinking Level · High ｜ Tools | 65.30Thinking Level · High ｜ Tools |
NL2Repo-Bench 编程与软件工程 | 56.30Thinking Level · High ｜ Tools | 48.10Thinking Level · Extra High ｜ Tools | 57.70Thinking Level · High ｜ Tools | -- |
Agents' Last Exam Agent能力评测 | 26.30Thinking Level · High ｜ Tools | 24.30Thinking Level · Extra High ｜ Tools | 27.30Thinking Level · High ｜ Tools | 26.30Thinking Level · Medium ｜ Tools |
GDPval-AA v2 生产力知识 | 1773.00Thinking Level · High ｜ Tools | -- | -- | 1525.00Thinking Enabled |
Chartography 多模态理解 | 78.00Thinking Level · High ｜ Tools | -- | 64.30Thinking Level · High ｜ Tools | -- |
CharXiv RQ 多模态理解 | 89.40Thinking Level · High ｜ Tools | 90.60Thinking Level · Extra High ｜ Tools | -- | 88.70Thinking Level · Medium ｜ Tools |
Standard API Pricing: GLM-5.3-Flash vs. Peer Models
Shows standard text input and output pricing side by side for each model. If extended-context pricing exists, the chart keeps the base rate and explains the threshold below.
Source: DataLearnerAI. Standard text prices shown here use the default supplier. · USD / 1M tokens
| Model | Supplier | Standard input | Standard output | Base price applies to |
|---|---|---|---|---|
GLM-5.3-Flash | 智谱AI | $0.075 / 1M tokens | $0.25 / 1M tokens | — |
Gemini 3.7 Flash | DeepMind | $0.75 / 1M tokens | $3.75 / 1M tokens | — |
Version History
How each version of the GLM-5.3-Flash series stacks up on benchmark tests
1 benchmarks with comparable scores. Each model shows its best score; mode label is displayed below.· Click a row to view its trend chart.
| Benchmark | GLM-5.3-FlashCurrent | GLM-4.7-Flash |
|---|---|---|
HLE 综合评估 | 55.30Thinking Level · High ｜ Tools | 14.40Thinking Enabled |
Single-Benchmark Version Trend
Viewing: HLE · 综合评估
Standard API Pricing Across the GLM-5.3-Flash Series
Shows standard text input and output pricing side by side for each model. If extended-context pricing exists, the chart keeps the base rate and explains the threshold below.
Source: DataLearnerAI. Standard text prices shown here use the default supplier.
These models use different currencies or billing units, so the page falls back to raw price values instead of a shared bar chart.
| Model | Supplier | Standard input | Standard output | Base price applies to |
|---|---|---|---|---|
GLM-5.3-Flash | 智谱AI | $0.075 / 1M tokens | $0.25 / 1M tokens | — |
GLM-4.7-Flash | 智谱AI | ¥0 / 1M tokens | ¥0 / 1M tokens | — |
GLM-4.6V-Flash | 智谱AI | ¥0 / 1M tokens | ¥0 / 1M tokens | — |