Gemma 3 introduces multimodality, supporting vision-language input and text outputs. It handles context windows up to 128k tokens, understands over 140 languages, and offers improved math, reasoning, and chat capabilities,...
Model details →Google: Gemma 3 12B vs inclusionAI: Ling 3.0 Flash VL
Google: Gemma 3 12B wins on 2 of 6 axes — pricing and capability skew in its favour for most workloads.
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 →Side-by-side comparison
| Capability | Google: Gemma 3 12B | inclusionAI: Ling 3.0 Flash VL | 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. | $0.05 | $0.06 | 🏆 Google: Gemma 3 12B |
| Output price (per 1M) Cost per million output tokens billed by the provider. | $0.15 | $0.18 | 🏆 Google: Gemma 3 12B |
| 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 | 🏆 inclusionAI: Ling 3.0 Flash VL |
Frequently asked questions
Is Google: Gemma 3 12B better than inclusionAI: Ling 3.0 Flash VL?
Google: Gemma 3 12B wins on 2 of 6 axes — pricing and capability skew in its favour for most workloads.
What's the price difference between Google: Gemma 3 12B and inclusionAI: Ling 3.0 Flash VL?
Input: $0.05 vs $0.06 per 1M tokens. Output: $0.15 vs $0.18 per 1M tokens.
What context windows do Google: Gemma 3 12B and inclusionAI: Ling 3.0 Flash VL support?
Google: Gemma 3 12B supports up to 131K tokens. inclusionAI: Ling 3.0 Flash VL supports up to 131K tokens.
Do both Google: Gemma 3 12B and inclusionAI: Ling 3.0 Flash VL support tool calling?
Google: Gemma 3 12B: yes. inclusionAI: Ling 3.0 Flash VL: yes.