inclusionAI: Ling 3.1 Flash Pricing, Benchmarks & Channels
inclusionAI: Ling 3.1 Flash is a 2026-10-08 model from InclusionAI (Ling) featuring a 1M context window. Lowest rate on OpenRouter ($0.045 in / $0.135 out per 1M tokens).
Input Price / 1M
$0.045
Output Price / 1M
$0.135
Cache Read / 1M
$0.009
Context Window
1M
Generation Speed
223 TPS
Access Grade
A · CN Direct
F.A.R.E. Four-Dimension Score Breakdown
Scenario Capability Breakdown (0–100):
💻 Coding
80/100
✍️ Writing
79/100
📚 Long-Doc RAG
89/100
👁️ Vision OCR
Text-only
F.A.R.E. CAPABILITY RADAR
inclusionAI: Ling 3.1 Flash Multi-Platform Price Comparison (1 Verified Channels)
All prices are in USD per 1M tokens. Domestic developers can prioritize channels marked "Direct in CN" for compliant access and local billing.
| Platform / Gateway | Network Access | Input ($/1M) | Output ($/1M) | Cache Hit ($/1M) | Billing & Notes | Link |
|---|---|---|---|---|---|---|
| OpenRouter Lowest Price | Direct in CN | $0.045 | $0.135 | $0.009 | Direct CN access · RMB billing | Visit Official → |
✅ Core Strengths & Ideal Workloads
- Top-tier empirical capability score (81 index)
- Fast generation speed (~223 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.