Gemini 3.1 Flash Lite vs Virtuoso Large (Comparative Analysis)
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Comparative Analysis: Gemini 3.1 Flash Lite vs. Virtuoso Large
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Overview
Virtuoso Large was released 1 year before Gemini 3.1 Flash Lite.
 Gemini 3.1 Flash Lite |  Virtuoso Large | |
|---|---|---|
Model Provider The organization behind this AI's development | Google | Arcee AI |
Input Context Window Maximum input tokens this model can process at once | 1M tokens | 131.1K tokens |
Output Token Limit Maximum output tokens this model can generate at once | 65.5K tokens | 64K tokens |
Release Date When this model first became publicly available | May 7, 2026 2 months ago May 7th, 2026 | May 5, 2025 1 year ago May 5th, 2025 |
Knowledge Cutoff Latest training-data date reported by the provider | Not reported | March 31, 2025 |
Capabilities & Features
Compare supported features, modalities, and advanced capabilities
Gemini 3.1 Flash Lite | Virtuoso Large | |
|---|---|---|
Input Types Supported input formats | 📝Text🖼️Image🎬Video📁File🎵Audio | 📝Text |
Reasoning Controls Defaults and configurable reasoning effort | Enabled by defaultEffort: High, Medium, Low, MinimalDefault: Minimal | Not reported |
Output Types Supported output formats | 📝Text | 📝Text |
Tokenizer Text encoding system | Gemini | Other |
Key Features Advanced capabilities | ✓Function Calling✓Structured Output✓Reasoning ModeContent Moderation | ✓Function CallingStructured OutputReasoning ModeContent Moderation |
Pricing
Gemini 3.1 Flash Lite is roughly 0.3x less expensive compared to Virtuoso Large for input tokens and roughly 1.3x more expensive for output tokens.
| Gemini 3.1 Flash Lite | Virtuoso Large | |
|---|---|---|
Input Token Cost Cost per million input tokens | $0.25 per million tokens | $0.75 per million tokens |
Output Token Cost Cost per million output tokens | $1.50 per million tokens | $1.20 per million tokens |
Web Search Cost Additional cost for each web search operation | $0.014 per search | Not specified |
Cache Read Cost Cost to reuse cached input tokens | $0.02 per million tokens | Not specified |
Cache Write Cost Cost to write input tokens to the cache | $0.08 per million tokens | Not specified |
Reasoning Token Cost Cost for internal reasoning tokens | $1.50 per million tokens | Not specified |
Image Input Cost Additional cost for each image input | $0.00000025 per image | Not specified |
Audio Input Cost Additional cost for audio input | $0.0000005 per unit | Not specified |
Audio Cache Cost Cost to reuse cached audio input tokens | $0.05 per million tokens | Not specified |
At a Glance
Quick overview of what makes Gemini 3.1 Flash Lite and Virtuoso Large unique.
Gemini 3.1 Flash Lite by Google understands both text and images, handles audio, analyzes video, can use external tools and APIs, offers advanced reasoning, generates structured data. It can handle standard conversations with its 1M token context window. Very affordable at $0.25/M input and $1.50/M output tokens. Released May 7th, 2026.Virtuoso Large by Arcee AI can use external tools and APIs. It can handle standard conversations with its 131.1K token context window. Reasonably priced at $0.75/M input and $1.20/M output tokens. Released May 5th, 2025.Explore More Comparisons
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