InclusionAI Ling 3.1 Flash is Inclusionai's language model with a 1.0M context window and up to 262K output tokens, available from 3 providers, starting at $0.075 / 1M input and $0.225 / 1M output. A hybrid reasoning large language model with a 1M-token context window and a large mixture-of-experts architecture activating a fraction of its total parameters.
| Specifications | |
|---|---|
inclusionai-ling-3-1-flash | |
| Language | |
| Active | |
| Inclusionai | |
| 1.0M tokens | |
| 262K tokens | |
| Text | |
| Text | |
| default | |
| 572B | |
| 106 | |
| 666 | |
| 666 | |
| · 1 month ago | |
| Benchmarks | |
|---|---|
| Intelligence Index | #23 |
| HLE | #32 |
| Time to First Token | #186 |
| SciCode | #23 |
| LCR | #21 |
| Output TPS | #29 |
Capabilities
Input1/5
Text✓
Image·
Audio·
Video·
PDF·
Output1/5
Text✓
Image·
Audio·
Video·
Embedding·
Capabilities5/13
Reasoning✓
Adaptive Reasoning·
Function Calling✓
Parallel Function Calling·
Structured Outputs✓
Native JSON Schema✓
Web Search·
URL Context·
Computer Use·
Code Execution·
File Search·
Prompt Caching✓
Assistant Prefill·
Pricing by Provider
US Dollar ($)
Per 1M tokens
| Provider | Standard | ||
|---|---|---|---|
| Input $ / 1M | Output $ / 1M | Cache Read $ / 1M | |
| $0.3 | $0.9 | N/A | |
| $0.075 | $0.225 | $0.015 | |
| $0.3 | $0.9 | $0.06 | |
Cost Calculator
US Dollar ($)
Preset:
Cheapest Instances to Run It
Cloud GPU instances that can host InclusionAI Ling 3.1 Flash, ranked by cheapest on-demand price. The model needs about 1373 GB of GPU memory at FP16 precision (estimated from its parameter count), so treat the fit as guidance rather than a guarantee.
All clouds
FP16 (full precision)
US Dollar ($)
Instance | Cloud | GPU | VRAM | Price | Cheapest region | |
|---|---|---|---|---|---|---|
| Standard_ND96is_MI300X_v5 |  Azure | 8× AMD Instinct MI300X GPU (192GB) | 1536 GB | $48.00/hr | ||
| Standard_ND96isr_MI300X_v5 | Azure | 8× AMD Instinct MI300X | 1536 GB | $48.00/hr | ||
| p6-b200.48xlarge |  AWS | 8× B200 | 1432 GB | $113.93/hr | ||
Versions
| Version | Released | Context | Input / 1M | Output / 1M | Status |
|---|---|---|---|---|---|
| InclusionAI Ling 3.1 Flash | 1.0M | $0.075 | $0.225 | Current | |
| InclusionAI Ling 3.1 Flash Free | 262K | — | — | Available | |
| Ling 3.0 Flash VL | 262K | $0.060 | $0.180 | Available | |
| Ling 3.0 Flash Sante | 262K | $0.075 | $0.220 | Available | |
| InclusionAI Ling 3 Flash Fin | 262K | $0.075 | $0.220 | Available | |
| InclusionAI Ling 3 Flash Fast | — | 262K | $0.060 | $0.180 | Available |
| InclusionAI Ling 2.6 Flash | 262K | — | — | Deprecated | |
| InclusionAI Ling 2 Flash | — | — | — | — | Available |
Other Models
| Model | Tier | Released | Context | Input / 1M | Output / 1M |
|---|---|---|---|---|---|
| InclusionAI Ling 3 Tiny | — | 256K | — | — | |
| InclusionAI Ling 2 Mini | — | — | — | — | — |
| Ming Image 0.1 Design | — | — | — | — | — |
| Ming Image 0.1 Design Layer | — | — | — | — | — |
| InclusionAI Ling 1T | — | — | — | — | — |