GLM-5.1 (Reasoning)
Description
GLM-5.1 is Z.AI's next-generation flagship foundation model designed for long-horizon agentic engineering tasks. Built on a 754B MoE architecture (40B active parameters), it can work continuously and autonomously on a single task for up to 8 hours, completing the full loop from planning and execution to iterative optimization and delivery. GLM-5.1 achieves state-of-the-art on SWE-Bench Pro (58.4) and demonstrates strong performance across coding, reasoning, and agentic benchmarks. It supports 200K context length, 128K max output tokens, thinking mode, function calling, structured output, context caching, and MCP integration. Overall performance is aligned with Claude Opus 4.6 with particular strengths in sustained execution and complex engineering optimization.
Capability Radar
Science uses a reasoning proxy when dedicated science benchmarks are unavailable.
Rankings
| Domain | #Rank | Score | Source |
|---|---|---|---|
| Agents & Tools | 21 | 67.0 | LS |
| Code Ranking | 40 | 75.0 | AA |
| General Ranking | 9 | 90.0 | AA |
| Science | 33 | 76.0 | AA |
Benchmark Scores (LLM Stats)
Agents
Biology
Math
AA Evaluation Indices
LLM Stats Category Scores
Pricing
Speed
Available Providers
(LS internal units)| Provider | Input Price | Output Price |
|---|---|---|
| ZAI | 1.4M | 4.4M |