Ling 3.0 Models by InclusionAI
Last refreshed 2026-10-05. Next refresh: weekly.
Details
Capabilities
About
InclusionAI Ling 3.0 is the next-generation Ant Ling line after Ling 2.6. The Ling-3.0-flash MoE tier (124B total / 5.1B activated, hybrid-linear architecture, 256K context training) plus domain Flash variants Fin (finance) and Sante (health/medicine). Distinct from live family ling-2.6. Compare it for Agents and Coding.
Decision facts
- Best fit
- medicalagenticvision and multimodal work
- Capability starting point
- Ling-3.0-flash-VL with 131k context and reasoning, JSON / Tool use, structured outputs, and multimodal inputs
- Lowest tracked input
- Ling 3.0 Flash · $0.021/1M · OpenRouter
- Closest related family
- Agents-A1
Current Variants
Use-when guidance is based on each model's tracked capabilities, context window, release date, and replacement status.
Use when the workload needs 262k context, reasoning, and JSON / Tool use.
Use when the workload needs medical, 262k context, and reasoning.
Use when the workload needs multimodal, 131k context, and reasoning.
Use when the workload needs 262k context, reasoning, and JSON / Tool use.
Use when the workload needs 131k context, reasoning, and JSON / Tool use.
Use when the workload needs agentic, 262k context, and reasoning.
| Model | Use when | Released | Signals | Status |
|---|---|---|---|---|
| Ling-3.1-flash | Use when the workload needs 262k context, reasoning, and JSON / Tool use. | 2026-09 | 262k contextreasoningJSON / Tool use | Current |
| Ling 3.0 Flash Santé | Use when the workload needs medical, 262k context, and reasoning. | 2026-09 | medical262k contextreasoning | Current |
| Ling-3.0-flash-VL | Use when the workload needs multimodal, 131k context, and reasoning. | 2026-09 | multimodal131k contextreasoning | Current |
| Ling 3.0 Flash Fin | Use when the workload needs 262k context, reasoning, and JSON / Tool use. | 2026-09 | 262k contextreasoningJSON / Tool use | Current |
| Ling-3.0-tiny | Use when the workload needs 131k context, reasoning, and JSON / Tool use. | 2026-08 | 131k contextreasoningJSON / Tool use | Current |
| Ling 3.0 Flash | Use when the workload needs agentic, 262k context, and reasoning. | 2026-08 | agentic262k contextreasoning | Current |
Release Timeline
2 release groupsSpecifications(6 models)
| Model | Released | Context | Parameters | Vision | Multimodal | Reasoning | JSON / Tool use | Structured Outputs |
|---|---|---|---|---|---|---|---|---|
| Ling-3.1-flash | 2026-09 | 262k | 560B (25B activated) | No | No | Yes | Yes | No |
| Ling 3.0 Flash Santé | 2026-09 | 262k | 124B (5.1B activated) | No | No | Yes | Yes | Yes |
| Ling-3.0-flash-VL | 2026-09 | 131k | 124B (5.5B activated) | Yes | Yes | Yes | Yes | Yes |
| Ling 3.0 Flash Fin | 2026-09 | 262k | 124B (5.1B activated) | No | No | Yes | Yes | Yes |
| Ling-3.0-tiny | 2026-08 | 131k | 7.9B (1.3B activated) | No | No | Yes | Yes | No |
| Ling 3.0 Flash | 2026-08 | 262k | 124B (5.1B activated) | No | No | Yes | Yes | Yes |
Available From(2 providers)
Pricing
| Model | Provider | Input / 1M | Output / 1M | Type |
|---|---|---|---|---|
| Ling 3.0 Flash | OpenRouter | $0.021 | $0.063 | Serverless |
| Ling 3.0 Flash Fin | OpenRouter | $0.06 | $0.18 | Serverless |
| Ling-3.0-flash-VL | OpenRouter | $0.06 | $0.18 | Serverless |
Models(6)
Ling-3.1-flash
Ling 3.0 Flash Santé
Ling-3.0-flash-VL
Ling 3.0 Flash Fin
Ling-3.0-tiny
Ling 3.0 Flash