52.6%
AA Intelligence Index v4.1
Models / Zhipu
GLM · Released 2026-06-13
Z.ai's June 2026 flagship for long-horizon coding. 1M context, 128K max output, Terminal-Bench 2.1 81.0, SWE-bench Pro 62.1. Highest-ranked open-source model on FrontierSWE, PostTrainBench, and SWE-Marathon. $1.40 / $4.40 per 1M tokens, MIT weights pending.
Long-horizon coding and autonomous agent model for project-scale engineering. The GLM pick when you need 1M context that stays usable across multi-day refactors, not just a large window.
Family profile
Best published score in each covered benchmark family.
4 tested benchmark families
Where GLM-5.2 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 |
|---|---|---|---|---|---|
| Vending-Bench 2 | Agentic | #4/ 10 | Andon Labs Vending-Bench 2 | 2026-08-04 | |
| DeepSWE | Coding | #7/ 8 | 44 | DeepSWE leaderboard v1.1 | 2026-06-20 |
| Artificial Analysis Intelligence Index | Reasoning | #26/ 187 | 53 | Artificial Analysis | 2026-09-01 |
| Humanity's Last Exam | Reasoning | #29/ 180 | 41 | Artificial Analysis | 2026-09-01 |
| τ³-Bench Banking | Agentic | #29/ 106 | 35 | Artificial Analysis | 2026-09-01 |
| Terminal-Bench | Agentic | #30/ 184 | 78 | Artificial Analysis | 2026-09-01 |
| AA-LCR | Long context | #32/ 179 | 77 | Artificial Analysis | 2026-09-01 |
| IFBench | Reasoning | #35/ 127 | 73 | Artificial Analysis | 2026-09-01 |
| SciCode | Coding | #39/ 180 | 51 | Artificial Analysis | 2026-09-01 |
| GPQA Diamond | Reasoning | #49/ 185 | 90 | Artificial Analysis | 2026-09-01 |
| AA time to first token | Performance | #50/ 186 | Artificial Analysis | 2026-09-01 | |
| AA output speed | Performance | #56/ 187 | Artificial Analysis | 2026-09-01 |
The three highest-scoring models with pages in each capability family. Where GLM-5.2 shows up, it's highlighted.
Benchmark rows added to the public ledger for GLM-5.2 in the last 120 days. Older rows live in the full table below.
| Benchmark | Family | Score | Source | Days ago |
|---|---|---|---|---|
| AA-LCR | Long context | 76.67% | Artificial Analysis | 5 |
| AA output speed | Performance | 69 t/s | Artificial Analysis | 5 |
| AA time to first token | Performance | 1.36s | Artificial Analysis | 5 |
| Artificial Analysis Intelligence Index | Reasoning | 52.6% | Artificial Analysis | 5 |
| GPQA Diamond | Reasoning | 89.5% | Artificial Analysis | 5 |
| Humanity's Last Exam | Reasoning | 41.1% | Artificial Analysis | 5 |
| IFBench | Reasoning | 73.33% | Artificial Analysis | 5 |
| SciCode | Coding | 50.5% | Artificial Analysis | 5 |
| τ³-Bench Banking | Agentic | 34.64% | Artificial Analysis | 5 |
| Terminal-Bench | Agentic | 77.9% | Artificial Analysis | 5 |
| Vending-Bench 2 | Agentic | 8313.78 | Andon Labs Vending-Bench 2 | 33 |
| DeepSWE | Coding | 44% | DeepSWE leaderboard v1.1 | 78 |
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-5.2. Scores link to the original source; gaps mean no public row exists yet.
12 of 37 catalog benchmarks have a sourced row for GLM-5.2.
52.6%
AA Intelligence Index v4.1
89.5%
GPQA Diamond (AA run)
41.1%
HLE (AA run)
73.33%
IFBench (AA run)
77.9%
Terminal-Bench v2.1 (AA run)
8313.78
Final bank balance (USD)
34.64%
τ³-Bench Banking (AA run)
76.67%
AA-LCR (AA run)
69 t/s
Median output tokens/s (1k prompt, default provider)
1.36s
Median time to first token (1k prompt, default provider)