41%
AA Intelligence Index v4.1
Models / Zhipu
GLM · Released 2026-04-07
Z.ai's April 2026 flagship for long-horizon agentic engineering. Official docs list text input/output, 200K context, 128K maximum output, function calling, structured output, context caching, MCP, and open weights under the MIT license.
Long-horizon coding and autonomous agent model for Claude Code/OpenClaw-style workflows when you want open weights from the GLM line.
Family profile
Best published score in each covered benchmark family.
5 tested benchmark families
Where GLM-5.1 places on each public benchmark source that publishes a row. Rank counts every model with a latest row in the same test — not a universal quality score.
| Benchmark | Family | Rank | Score | Source | Date |
|---|---|---|---|---|---|
| FrontierMath | Math | #14/ 15 | 33 | Epoch AI FrontierMath Tiers 1-3 (v2) CSV | 2026-08-15 |
| IFBench | Reasoning | #18/ 127 | 76 | Artificial Analysis | 2026-09-01 |
| Terminal-Bench | Agentic | #63/ 184 | 62 | Artificial Analysis | 2026-09-01 |
| Artificial Analysis Intelligence Index | Reasoning | #68/ 187 | 41 | Artificial Analysis | 2026-09-01 |
| Humanity's Last Exam | Reasoning | #74/ 180 | 30 | Artificial Analysis | 2026-09-01 |
| GPQA Diamond | Reasoning | #75/ 185 | 87 | Artificial Analysis | 2026-09-01 |
| τ³-Bench Banking | Agentic | #77/ 106 | 14 | Artificial Analysis | 2026-09-01 |
| SciCode | Coding | #88/ 180 | 44 | Artificial Analysis | 2026-09-01 |
| AA-LCR | Long context | #106/ 179 | 68 | Artificial Analysis | 2026-09-01 |
| AA time to first token | Performance | #122/ 186 | Artificial Analysis | 2026-09-01 | |
| AA output speed | Performance | #123/ 187 | Artificial Analysis | 2026-09-01 |
The three highest-scoring models with pages in each capability family. Where GLM-5.1 shows up, it's highlighted.
Benchmark rows added to the public ledger for GLM-5.1 in the last 120 days. Older rows live in the full table below.
| Benchmark | Family | Score | Source | Days ago |
|---|---|---|---|---|
| AA-LCR | Long context | 68% | Artificial Analysis | 5 |
| AA output speed | Performance | 0 t/s | Artificial Analysis | 5 |
| AA time to first token | Performance | 0.00s | Artificial Analysis | 5 |
| Artificial Analysis Intelligence Index | Reasoning | 41% | Artificial Analysis | 5 |
| GPQA Diamond | Reasoning | 86.8% | Artificial Analysis | 5 |
| Humanity's Last Exam | Reasoning | 30.1% | Artificial Analysis | 5 |
| IFBench | Reasoning | 76.26% | Artificial Analysis | 5 |
| SciCode | Coding | 43.8% | Artificial Analysis | 5 |
| τ³-Bench Banking | Agentic | 13.61% | Artificial Analysis | 5 |
| Terminal-Bench | Agentic | 61.8% | Artificial Analysis | 5 |
| FrontierMath | Math | 33.45% | Epoch AI FrontierMath Tiers 1-3 (v2) CSV | 22 |
A high composite that hides a weak family is a trap. These bars surface the families where this model hasn't been publicly tested, and where it leads.
Hover any dot for name, score, and input price. Keyboard: tab through the top twelve, or use the ranking below.
Every catalog benchmark for GLM-5.1. Scores link to the original source; gaps mean no public row exists yet.
11 of 37 catalog benchmarks have a sourced row for GLM-5.1.
41%
AA Intelligence Index v4.1
86.8%
GPQA Diamond (AA run)
30.1%
HLE (AA run)
76.26%
IFBench (AA run)
33.45%
FrontierMath Tiers 1-3 (v2) best Epoch run
43.8%
SciCode (AA run)
61.8%
Terminal-Bench v2.1 (AA run)
13.61%
τ³-Bench Banking (AA run)
68%
AA-LCR (AA run)
0 t/s
Median output tokens/s (1k prompt, default provider)
0.00s
Median time to first token (1k prompt, default provider)