inclusionAI: Ling 3.2 Flash Pricing, Benchmarks & Channels

inclusionAI: Ling 3.2 Flash is a 2026-11-12 model from InclusionAI (Ling) featuring a 1M context window. Lowest rate on OpenRouter ($0 in / $0 out per 1M tokens).

⚖️ Compare in Radar Workbench 🧮 Monthly Cost Simulator
Input Price / 1M
$0
Output Price / 1M
$0
Cache Read / 1M
$0
Context Window
1M
Generation Speed
132 TPS
Access Grade
A · CN Direct

F.A.R.E. Four-Dimension Score Breakdown

A · Accurate (Capability) 71 (Tier Est.) F · Fast (Speed & Latency) 132 Token/s · TTFT 140ms R · Reliable (Stability & Access) Grade A · CN Domestic / CN Direct E · Economical (Cost) $0 in · $0 out
Scenario Capability Breakdown (0–100):
💻 Coding
70/100
✍️ Writing
70/100
📚 Long-Doc RAG
76/100
👁️ Vision OCR
74/100
F.A.R.E. CAPABILITY RADAR
A · Accurate F · Fast E · Economical R · Reachable

inclusionAI: Ling 3.2 Flash Multi-Platform Price Comparison (2 Verified Channels)

All prices are in USD per 1M tokens. Domestic developers can prioritize channels marked "Direct in CN" for compliant access and local billing.

Platform / Gateway Network Access Input ($/1M) Output ($/1M) Cache Hit ($/1M) Billing & Notes Link
OpenRouter Lowest Price Direct in CN $0 $0 $0 Free tier endpoint Visit Official →
OpenRouter Free Tier (:free) Direct in CN $0 $0 $0 OpenRouter Free Endpoint (:free) Visit Official →

✅ Core Strengths & Ideal Workloads

  • Fast generation speed (~132 tokens/sec)
  • Ultra-low token cost, ideal for high-volume batch workloads
  • Direct access in mainland China with RMB enterprise billing
  • Open weights available for private self-hosting (~20GB VRAM at INT4)

⚠️ Limitations & Practical Caveats

  • Ant Group's open-weight Ling MoE series with high generation speed and free endpoints.