GLM-5.3 vs Step-5-Preview

Specs, VRAM requirements and download trends — updated 24 October 2026.

zai-org · A · Open weights
Params
753.3 B
Context
1,048,576
30d
1.9 M
stepfun-ai · B · Open weights
Params
604.3 B
Context
—
30d
2 K

Specification comparison

Differences are highlighted; identical values are muted.

Specification GLM-5.3 Step-5-Preview
Deployment Open weights · also via API Open weights · also via API
Parameters 753.3 B 604.3 B
Architecture GlmMoeDsaForCausalLM Step5ForConditionalGeneration
Context length 1,048,576 1,000,000
Licence other other
Commercial use Unknown Unknown
Languages 2 —
Downloads 30d 1,942,665 2,467
Downloads all time 3.1 M 2 K
Quantizations on the Hub SAFETENSORS SAFETENSORS
Gated No No
First seen on the Hub 2026-08-25 2026-09-20
API input price / 1M tokens $0.079 $1.00
API output price / 1M tokens $1.40 $2.70
Est. cost per 1M input + 1M output tokens $1.48 $3.70
Cached input / 1M tokens $0.078 $0.10
AA Intelligence Index 44.8 43.7
AA Coding Index 74.8 —
AA Agentic Index 53.1 —
Max output tokens 943,718 64,000
API providers 37 4
Tool calling Yes Yes
Reasoning mode Yes Yes

API cost

Estimated cost of 1M input + 1M output tokens via OpenRouter

GLM-5.3 $1.48
Step-5-Preview $3.70

GLM-5.3 is 2.5× cheaper at list price.

Download trend

Daily snapshots, last 50 days (5 Sep – 24 Oct)

1.9 M1 K
GLM-5.3 Step-5-Preview

VRAM side by side

On RTX 4090 · 24 GB · 8K context unless noted

Step-5-Preview · fp16 806.5 GB / 24 GB
❌ Won’t fit
GLM-5.3 · fp16 @ 1024K ctx 15,295.6 GB / 24 GB
❌ Won’t fit

Adjacent comparisons