Gemini 3.8 Flash is Google's most intelligent Flash model with significant gains from 3.7 Flash across software engineering, agentic tasks, and multi-step reasoning.
Model details →Google: Gemini 3.8 Flash (batch) vs Perceptron: Perceptron Mk1.5
Perceptron: Perceptron Mk1.5 wins on 2 of 6 axes — pricing and capability skew in its favour for most workloads.
Perceptron Mk1.5 is Perceptron's embodied reasoning model for physical agents. It accepts text, image, video, and audio input, and answers with text plus optional structured annotations: points, boxes, polygons, tracks,...
Model details →Side-by-side comparison
| Capability | Google: Gemini 3.8 Flash (batch) | Perceptron: Perceptron Mk1.5 | Winner |
|---|---|---|---|
| Context window Maximum number of input tokens the model can attend to in a single request. | 1.0M | 37K | 🏆 Google: Gemini 3.8 Flash (batch) |
| Input price (per 1M) Cost per million input tokens billed by the provider. | $0.38 | $0.15 | 🏆 Perceptron: Perceptron Mk1.5 |
| Output price (per 1M) Cost per million output tokens billed by the provider. | $1.88 | $1.50 | 🏆 Perceptron: Perceptron Mk1.5 |
| 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 3.8 Flash (batch) better than Perceptron: Perceptron Mk1.5?
Perceptron: Perceptron Mk1.5 wins on 2 of 6 axes — pricing and capability skew in its favour for most workloads.
What's the price difference between Google: Gemini 3.8 Flash (batch) and Perceptron: Perceptron Mk1.5?
Input: $0.38 vs $0.15 per 1M tokens. Output: $1.88 vs $1.50 per 1M tokens.
What context windows do Google: Gemini 3.8 Flash (batch) and Perceptron: Perceptron Mk1.5 support?
Google: Gemini 3.8 Flash (batch) supports up to 1.0M tokens. Perceptron: Perceptron Mk1.5 supports up to 37K tokens.
Do both Google: Gemini 3.8 Flash (batch) and Perceptron: Perceptron Mk1.5 support tool calling?
Google: Gemini 3.8 Flash (batch): yes. Perceptron: Perceptron Mk1.5: yes.