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

signalweightinput (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.

signalweightinput (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.

full methodology

# trend

collecting history — trends appear after a few daily runs.

# benchmarks

benchmarkscoresourcedate
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

providerquantctx$/M in$/M out$/M blendtpsuptime
DeepInfrafp4 198k $0.40$1.75$0.74 100.0%
StreamLakefp8 200k $0.48$1.76$0.80 95.5%
AtlasCloudfp8 198k $0.52$1.85$0.85 94.9%
Novitafp8 200k $0.54$1.98$0.90 95.6%
Googleunknown 200k $0.60$2.20$1.00 100.0%
Z.AIfp4 198k $0.60$2.20$1.00 95.9%
Venicefp4 198k $0.55$2.65$1.07 99.0%
Phalaunknown 128k $0.85$3.30$1.46 98.6%
Cerebrasfp16 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