Ling 3.0 Flash VL builds on Ling 3.0 Flash (124B total / 5.5B active MoE from InclusionAI), further strengthening its language capabilities while adding native visual perception and advanced visual...
Model details →inclusionAI: Ling 3.0 Flash VL vs Meta: Muse Glimmer 30B (batch)
inclusionAI: Ling 3.0 Flash VL wins on 2 of 6 axes — pricing and capability skew in its favour for most workloads.
Muse Glimmer 30B is a dense, open-weight multimodal model from Meta Superintelligence Labs, distilled from Muse Spark and optimized for autonomous agents on consumer hardware. It is suited for long-horizon...
Model details →Side-by-side comparison
| Capability | inclusionAI: Ling 3.0 Flash VL | Meta: Muse Glimmer 30B (batch) | Winner |
|---|---|---|---|
| Context window Maximum number of input tokens the model can attend to in a single request. | 131K | 131K | Tie |
| Input price (per 1M) Cost per million input tokens billed by the provider. | $0.06 | $0.17 | 🏆 inclusionAI: Ling 3.0 Flash VL |
| Output price (per 1M) Cost per million output tokens billed by the provider. | $0.18 | $0.75 | 🏆 inclusionAI: Ling 3.0 Flash VL |
| Tool / function calling First-class support for emitting structured tool calls. | Yes | Yes | Tie |
| Vision input Accepts image inputs alongside text. | Yes | Yes | Tie |
| Reasoning mode Internal chain-of-thought / extended-thinking support. | Yes | Yes | Tie |
Frequently asked questions
Is inclusionAI: Ling 3.0 Flash VL better than Meta: Muse Glimmer 30B (batch)?
inclusionAI: Ling 3.0 Flash VL wins on 2 of 6 axes — pricing and capability skew in its favour for most workloads.
What's the price difference between inclusionAI: Ling 3.0 Flash VL and Meta: Muse Glimmer 30B (batch)?
Input: $0.06 vs $0.17 per 1M tokens. Output: $0.18 vs $0.75 per 1M tokens.
What context windows do inclusionAI: Ling 3.0 Flash VL and Meta: Muse Glimmer 30B (batch) support?
inclusionAI: Ling 3.0 Flash VL supports up to 131K tokens. Meta: Muse Glimmer 30B (batch) supports up to 131K tokens.
Do both inclusionAI: Ling 3.0 Flash VL and Meta: Muse Glimmer 30B (batch) support tool calling?
inclusionAI: Ling 3.0 Flash VL: yes. Meta: Muse Glimmer 30B (batch): yes.