Key Highlights
- New Lightweight Model: Gemini 3.1 Flash Lite Preview is the lightest and fastest variant in Google’s Gemini 3.1 family
- Agent-Optimized: Purpose-built for high-throughput agent tasks, simple data extraction, and ultra-low latency applications
- Massive Context: Supports 1,048,576 tokens (1M+) context window with 65,536 tokens max output
- Full Multimodal Input: Accepts text, images, video, audio, and PDF inputs
- Official Direct Connection: Available at APIYi via official proxy channel, pricing matches Google’s official rates
Background
With the explosive growth of AI Agent applications, developers increasingly need lightweight, low-latency, high-throughput models. Many agent task scenarios — such as tool calling, data extraction, routing, and simple classification — don’t require the most powerful reasoning capabilities, but rather fast responses and low costs. Google’s Gemini 3.1 Flash Lite Preview is built precisely for this purpose. As the lightweight variant of the Gemini 3.1 family, it maintains strong multimodal capabilities while significantly reducing latency and cost, making it an ideal choice for agent task pipelines. APIYi has launched this model via official direct connection (official proxy) channel, with pricing matching Google’s official rates, providing developers with a stable and reliable calling experience.Detailed Analysis
Core Features
Agent Task Optimized
- Designed for Agent workflows
- Ultra-low latency responses
- High-throughput concurrency support
Full Multimodal Input
- Text, images, video, audio, PDF
- 1M+ tokens context window
- 65K tokens max output
Rich Capabilities
- Function Calling
- Code Execution
- Structured Output
- Search Grounding
Enterprise Features
- Batch API processing
- Context Caching
- Chain-of-thought output
- File Search & URL Context
Technical Specifications
| Specification | Value |
|---|---|
| Model Name | gemini-3.1-flash-lite-preview |
| Context Window | 1,048,576 tokens (1M+) |
| Max Output | 65,536 tokens (64K) |
| Input Modalities | Text, Images, Video, Audio, PDF |
| Output Modality | Text |
| Access Channel | Official Direct Connection (Official Proxy) |
Comparison with Previous Generation
| Feature | 3.1 Flash Lite Preview | 2.5 Flash Lite |
|---|---|---|
| Context Window | 1M+ tokens | 1M tokens |
| Max Output | 64K tokens | 64K tokens |
| Function Calling | ✅ | ✅ |
| Code Execution | ✅ | ✅ |
| Structured Output | ✅ | ✅ |
| Chain-of-Thought | ✅ | ✅ |
| File Search | ✅ | ❌ |
| URL Context | ✅ | ❌ |
| Search Grounding | ✅ | ❌ |
| Agent Optimization | ✅ | ❌ |
Practical Applications
Recommended Use Cases
Agent Workflows
- Tool calling and routing
- Multi-step agent orchestration
- Lightweight decision nodes
Data Extraction
- Structured information extraction
- Table/form parsing
- Batch document processing
Real-time Classification
- Content classification and labeling
- Intent recognition
- Sentiment analysis
Multimodal Processing
- Image/video content understanding
- Audio transcription
- PDF document parsing
Code Example
Here’s a Python example using APIYi to call Gemini 3.1 Flash Lite Preview:Best Practices
Agent Task Optimization Tips
- Concise Prompts: Flash Lite responds better to concise instructions; avoid lengthy system prompts
- Structured Output: Use
response_formatfor JSON output, facilitating downstream processing - Batch Processing: Use Batch API for high-throughput scenarios to further reduce costs
- Cache Utilization: Enable caching for repetitive contexts to reduce input token consumption
- Temperature Control: For data extraction tasks, set temperature to 0-0.3
Pricing & Availability
APIYi Pricing
Official Direct Connection Pricing
Available Now at APIYi
| Type | Price |
|---|---|
| Text Input | $0.25 / million tokens |
| Image Input | $0.25 / million tokens |
| Video Input | $0.25 / million tokens |
| Output | $1.50 / million tokens |
- Official direct connection (official proxy) channel
- Pricing matches Google’s official rates
- Recharge bonus discounts available
Getting Started
- Visit APIYi website:
apiyi.com - Register and top up (multiple payment methods supported)
- Get your API Key from the dashboard
- Use OpenAI SDK format (set base_url to
https://api.apiyi.com/v1)
Summary & Recommendations
Gemini 3.1 Flash Lite Preview is Google’s purpose-built lightweight model for agent tasks and low-latency scenarios: ultra-low cost (input $0.25/M), lightning-fast responses, full multimodal input (text/images/video/audio/PDF), rich capabilities (function calling/structured output/search grounding) — an ideal building block for AI Agent workflows. Our Recommendations- Agent Developers: Ideal for tool calling, routing, and simple classification as lightweight nodes
- Data Processing Teams: Perfect for batch document parsing, information extraction, and content classification
- Cost-Sensitive Scenarios: Get Gemini 3.1 series multimodal capabilities at minimal cost
Information Sources & Update Date
- Source: Google AI Official Documentation
- Model Identifier:
gemini-3.1-flash-lite-preview - Data Retrieved: March 5, 2026