Ling-3.0-flash-VL vs GPT-5.1-Codex

API pricing, benchmark indices and specs — updated 19 October 2026.

inclusionAI · A · Open weights
Params
124.8 B
Context
—
30d
13 K
mit · commercial OK
openai · B · API-only
Input / 1M
$1.25
Output / 1M
$10.00
AA index
23.7
proprietary · 400K context

Specification comparison

Differences are highlighted; identical values are muted.

Specification Ling-3.0-flash-VL GPT-5.1-Codex
Deployment Open weights · also via API API-only (closed weights)
Parameters 124.8 B n/a — API-only
Architecture BailingMoeV3VLForConditionalGeneration n/a — API-only
Context length 131,072 400,000
Licence mit Proprietary
Commercial use Allowed Per API terms
Languages — n/a — API-only
Downloads 30d 12,986 n/a — API-only
Downloads all time 24 K n/a — API-only
Quantizations on the Hub SAFETENSORS n/a — API-only
Gated No n/a — API-only
First seen on the Hub 2026-09-04 n/a — API-only
API input price / 1M tokens $0.06 $1.25
API output price / 1M tokens $0.18 $10.00
Est. cost per 1M input + 1M output tokens $0.24 $11.25
Cached input / 1M tokens $0.012 $0.13
AA Intelligence Index 24.6 23.7
AA Coding Index 57 —
AA Agentic Index 28.7 —
Max output tokens 32,768 128,000
API providers 1 1
Tool calling Yes Yes
Reasoning mode Yes Yes

API cost

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

Ling-3.0-flash-VL $0.24
GPT-5.1-Codex $11.25

Ling-3.0-flash-VL is 46.9× cheaper at list price.

VRAM side by side

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

Ling-3.0-flash-VL · fp16 293.9 GB / 24 GB
❌ Won’t fit

Adjacent comparisons