GLM-5.3-Flash vs Inkling-Small

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

zai-org · A · Open weights
Params
321.3 B
Context
—
30d
6.3 M
mit · commercial OK
thinkingmachines · B · Open weights
Params
266.0 B
Context
—
30d
884 K
apache-2.0 · commercial OK

Specification comparison

Differences are highlighted; identical values are muted.

Specification GLM-5.3-Flash Inkling-Small
Deployment Open weights · also via API Open weights · also via API
Parameters 321.3 B 266.0 B
Architecture Glm5NextForConditionalGeneration InklingForConditionalGeneration
Context length 1,048,575 524,288
Licence mit apache-2.0
Commercial use Allowed Allowed
Languages 2 —
Downloads 30d 6,319,699 884,226
Downloads all time 10.3 M 1.5 M
Quantizations on the Hub SAFETENSORS SAFETENSORS
Gated No No
First seen on the Hub 2026-08-25 2026-07-27
API input price / 1M tokens $0.15 $0.45
API output price / 1M tokens $0.50 $1.20
Est. cost per 1M input + 1M output tokens $0.65 $1.65
Cached input / 1M tokens $0.03 $0.10
AA Intelligence Index 41.8 25.7
AA Coding Index 71.5 52.9
AA Agentic Index 50.9 23.5
Max output tokens 943,717 262,144
API providers 34 1
Tool calling Yes Yes
Reasoning mode Yes Yes

API cost

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

GLM-5.3-Flash $0.65
Inkling-Small $1.65

GLM-5.3-Flash is 2.5× cheaper at list price.

Download trend

Daily snapshots, last 56 days (30 Aug – 24 Oct)

6.6 M190 K
GLM-5.3-Flash Inkling-Small

VRAM side by side

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

GLM-5.3-Flash · fp16 409.9 GB / 24 GB
❌ Won’t fit
Inkling-Small · fp16 625.5 GB / 24 GB
❌ Won’t fit

Adjacent comparisons