Gemini 3.1 Flash Lite is Google’s GA high-efficiency multimodal model optimized for low-latency, high-volume workloads. It supports text, image, video, audio, and PDF inputs, and is designed for lightweight agentic...
Model details →Google: Gemini 3.1 Flash Lite (batch) vs Thinking Machines: Inkling (free)
Thinking Machines: Inkling (free) wins on 2 of 6 axes — pricing and capability skew in its favour for most workloads.
Inkling is an open-weight multimodal mixture-of-experts model from Thinking Machines Lab, with 41B active parameters out of 975B total. It is designed for general-purpose reasoning, coding, agentic and tool-use systems,...
Model details →Side-by-side comparison
| Capability | Google: Gemini 3.1 Flash Lite (batch) | Thinking Machines: Inkling (free) | Winner |
|---|---|---|---|
| Context window Maximum number of input tokens the model can attend to in a single request. | 1.0M | 262K | 🏆 Google: Gemini 3.1 Flash Lite (batch) |
| Input price (per 1M) Cost per million input tokens billed by the provider. | $0.13 | $0.00 | 🏆 Thinking Machines: Inkling (free) |
| Output price (per 1M) Cost per million output tokens billed by the provider. | $0.75 | $0.00 | 🏆 Thinking Machines: Inkling (free) |
| 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 3.1 Flash Lite (batch) better than Thinking Machines: Inkling (free)?
Thinking Machines: Inkling (free) wins on 2 of 6 axes — pricing and capability skew in its favour for most workloads.
What's the price difference between Google: Gemini 3.1 Flash Lite (batch) and Thinking Machines: Inkling (free)?
Input: $0.13 vs $0.00 per 1M tokens. Output: $0.75 vs $0.00 per 1M tokens.
What context windows do Google: Gemini 3.1 Flash Lite (batch) and Thinking Machines: Inkling (free) support?
Google: Gemini 3.1 Flash Lite (batch) supports up to 1.0M tokens. Thinking Machines: Inkling (free) supports up to 262K tokens.
Do both Google: Gemini 3.1 Flash Lite (batch) and Thinking Machines: Inkling (free) support tool calling?
Google: Gemini 3.1 Flash Lite (batch): yes. Thinking Machines: Inkling (free): yes.