GLM-4.7 glm-4.7
zai-org · glm hybrid-reasoning flagship agentic
#11 overall
- params
- 358B
- arch
- moe
- context
- 198k
- license
- mit open weights
- released
- Dec 2025
- reasoning
- yes
- train compute
- 4.4e+24 FLOP
- downloads/30d
- 50.9k
# why ranked
Overall: #11 — score 43.1 ● medium — one signal missing, weights renormalized
| signal | weight | input (0–100) |
|---|---|---|
| aa_intelligence | 0.50 | 33.7 |
| arena_elo | 0.30 | — |
| bench_composite | 0.20 | 66.8 |
missing signals are dropped and the remaining weights renormalized — never imputed.
Coding: provisional — score 55.2 ● low — a single signal; treat with caution
provisional: too few independent signals for a numbered position — the score is shown, but this model sorts after every ranked model.
| signal | weight | input (0–100) |
|---|---|---|
| aa_coding | 0.25 | 55.2 |
| aider_polyglot | 0.25 | — |
| arena_elo_code | 0.15 | — |
| swe_bench_verified | 0.35 | — |
missing signals are dropped and the remaining weights renormalized — never imputed.
# trend
collecting history — trends appear after a few daily runs.
# benchmarks
| benchmark | score | source | date |
|---|---|---|---|
| AA Coding Index | 45.3 | Artificial Analysis | — |
| AA Intelligence Index | 33.7 | Artificial Analysis | — |
| AA Math Index | 95.0 | Artificial Analysis | — |
| AIME 2025 | 1.0 / 1 | LLM Stats | — |
| Browsecomp | 0.5 / 1 | LLM Stats | — |
| Browsecomp-zh | 0.7 / 1 | LLM Stats | — |
# where to run
| provider | quant | ctx | $/M in | $/M out | $/M blend | tps | uptime |
|---|---|---|---|---|---|---|---|
| DeepInfra | fp4 | 198k | $0.40 | $1.75 | $0.74 | — | 100.0% |
| StreamLake | fp8 | 200k | $0.48 | $1.76 | $0.80 | — | 95.5% |
| AtlasCloud | fp8 | 198k | $0.52 | $1.85 | $0.85 | — | 94.9% |
| Novita | fp8 | 200k | $0.54 | $1.98 | $0.90 | — | 95.6% |
| unknown | 200k | $0.60 | $2.20 | $1.00 | — | 100.0% | |
| Z.AI | fp4 | 198k | $0.60 | $2.20 | $1.00 | — | 95.9% |
| Venice | fp4 | 198k | $0.55 | $2.65 | $1.07 | — | 99.0% |
| Phala | unknown | 128k | $0.85 | $3.30 | $1.46 | — | 98.6% |
| Cerebras | fp16 | 128k | $2.25 | $2.75 | $2.38 | — | 100.0% |
blended = (3·input + output) / 4 per 1M tokens · cheapest first
source aliases
- aa
glm-4.7- epoch
GLM-4.7- openrouter
z-ai/glm-4.7