Sonnet 4.6 is Anthropic's most capable Sonnet-class model yet, with frontier performance across coding, agents, and professional work. It excels at iterative development, complex codebase navigation, end-to-end project management with...
Model details →Anthropic: Claude Sonnet 4.6 (batch) vs Z.ai: GLM 5.3
Z.ai: GLM 5.3 wins on 3 of 6 axes — pricing and capability skew in its favour for most workloads.
GLM-5.3 is a large-scale reasoning model from Z.ai, built for complex software engineering and long-horizon agent tasks. It supports text input and output with a 1M-token context window, and improves...
Model details →Side-by-side comparison
| Capability | Anthropic: Claude Sonnet 4.6 (batch) | Z.ai: GLM 5.3 | Winner |
|---|---|---|---|
| Context window Maximum number of input tokens the model can attend to in a single request. | 1M | 1.0M | 🏆 Z.ai: GLM 5.3 |
| Input price (per 1M) Cost per million input tokens billed by the provider. | $1.50 | $1.40 | 🏆 Z.ai: GLM 5.3 |
| Output price (per 1M) Cost per million output tokens billed by the provider. | $7.50 | $4.40 | 🏆 Z.ai: GLM 5.3 |
| Tool / function calling First-class support for emitting structured tool calls. | Yes | Yes | Tie |
| Vision input Accepts image inputs alongside text. | Yes | — | 🏆 Anthropic: Claude Sonnet 4.6 (batch) |
| Reasoning mode Internal chain-of-thought / extended-thinking support. | Yes | Yes | Tie |
Frequently asked questions
Is Anthropic: Claude Sonnet 4.6 (batch) better than Z.ai: GLM 5.3?
Z.ai: GLM 5.3 wins on 3 of 6 axes — pricing and capability skew in its favour for most workloads.
What's the price difference between Anthropic: Claude Sonnet 4.6 (batch) and Z.ai: GLM 5.3?
Input: $1.50 vs $1.40 per 1M tokens. Output: $7.50 vs $4.40 per 1M tokens.
What context windows do Anthropic: Claude Sonnet 4.6 (batch) and Z.ai: GLM 5.3 support?
Anthropic: Claude Sonnet 4.6 (batch) supports up to 1M tokens. Z.ai: GLM 5.3 supports up to 1.0M tokens.
Do both Anthropic: Claude Sonnet 4.6 (batch) and Z.ai: GLM 5.3 support tool calling?
Anthropic: Claude Sonnet 4.6 (batch): yes. Z.ai: GLM 5.3: yes.