Gemini 2.5 Flash-Lite is a lightweight reasoning model in the Gemini 2.5 family, optimized for ultra-low latency and cost efficiency. It offers improved throughput, faster token generation, and better performance...
Model details →Google: Gemini 2.5 Flash Lite (batch) vs inclusionAI: Ling 3.0 Flash VL
Google: Gemini 2.5 Flash Lite (batch) 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: Gemini 2.5 Flash Lite (batch) | inclusionAI: Ling 3.0 Flash VL | Winner |
|---|---|---|---|
| Context window Maximum number of input tokens the model can attend to in a single request. | 1.0M | 131K | 🏆 Google: Gemini 2.5 Flash Lite (batch) |
| Input price (per 1M) Cost per million input tokens billed by the provider. | $0.05 | $0.06 | 🏆 Google: Gemini 2.5 Flash Lite (batch) |
| Output price (per 1M) Cost per million output tokens billed by the provider. | $0.20 | $0.18 | 🏆 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 Google: Gemini 2.5 Flash Lite (batch) better than inclusionAI: Ling 3.0 Flash VL?
Google: Gemini 2.5 Flash Lite (batch) wins on 2 of 6 axes — pricing and capability skew in its favour for most workloads.
What's the price difference between Google: Gemini 2.5 Flash Lite (batch) and inclusionAI: Ling 3.0 Flash VL?
Input: $0.05 vs $0.06 per 1M tokens. Output: $0.20 vs $0.18 per 1M tokens.
What context windows do Google: Gemini 2.5 Flash Lite (batch) and inclusionAI: Ling 3.0 Flash VL support?
Google: Gemini 2.5 Flash Lite (batch) supports up to 1.0M tokens. inclusionAI: Ling 3.0 Flash VL supports up to 131K tokens.
Do both Google: Gemini 2.5 Flash Lite (batch) and inclusionAI: Ling 3.0 Flash VL support tool calling?
Google: Gemini 2.5 Flash Lite (batch): yes. inclusionAI: Ling 3.0 Flash VL: yes.