GLM-5.3-Flash-GGUF vs Qwen3-235B-A22B-Thinking-2507

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

unsloth · A · Open weights
Params
321.3 B
Context
—
30d
857 K
mit · commercial OK
Qwen · B · Open weights
Params
235.1 B
Context
262,144
30d
16 K
apache-2.0 · commercial OK

Specification comparison

Differences are highlighted; identical values are muted.

Specification GLM-5.3-Flash-GGUF Qwen3-235B-A22B-Thinking-2507
Deployment Open weights Open weights · also via API
Parameters 321.3 B 235.1 B
Architecture — Qwen3MoeForCausalLM
Context length — 262,144
Licence mit apache-2.0
Commercial use Allowed Allowed
Languages 2 —
Downloads 30d 857,059 15,922
Downloads all time 1.7 M 662 K
Quantizations on the Hub GGUF SAFETENSORS
Gated No No
First seen on the Hub 2026-08-26 2025-07-25
API input price / 1M tokens not on OpenRouter $0.45
API output price / 1M tokens not on OpenRouter $3.50
Est. cost per 1M input + 1M output tokens not on OpenRouter $3.95
Cached input / 1M tokens not on OpenRouter —
AA Intelligence Index not on OpenRouter 12.7
AA Coding Index not on OpenRouter 22.1
AA Agentic Index not on OpenRouter 1.3
Max output tokens not on OpenRouter 16,384
API providers not on OpenRouter 1
Tool calling not on OpenRouter Yes
Reasoning mode not on OpenRouter Yes

API cost

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

Qwen3-235B-A22B-Thinking-2507 $3.95

Download trend

Daily snapshots, last 44 days (11 Sep – 24 Oct)

1.1 M17 K
GLM-5.3-Flash-GGUF Qwen3-235B-A22B-Thinking-2507

VRAM side by side

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

Qwen3-235B-A22B-Thinking-2507 · fp16 @ 256K ctx 1,646.2 GB / 24 GB
❌ Won’t fit

Adjacent comparisons