Cracked AI Engineering

Gemini 2.5 Flash Lite Preview 06-17 vs Gemini Embedding 001

Choose Gemini 2.5 Flash Lite Preview 06-17 for complex tasks with its massive 1,048,576 token context window and advanced capabilities. Priced at $0.1/M input and $0.4/M output tokens, it's a cost-effective option for data-intensive projects. Meanwhile, Gemini Embedding 001's smaller context size of 2,048 tokens makes it ideal for natural language processing tasks, with pricing at $0.15/M input. Select the model that best suits your project's needs and budget.

Quick Overview

Gemini 2.5 Flash Lite Preview 06-17

Vertex

66K tokens context • $0.10 / $0.40 per 1M tokens

View full specifications →

Gemini Embedding 001

Vertex

2K tokens context • $0.15 / Free per 1M tokens

View full specifications →

Detailed Comparison

Specification
Gemini 2.5 Flash Lite Preview 06-17
Gemini Embedding 001
Provider
Vertex
Vertex
Context Window
66K tokens
2K tokens
Max Output Tokens
66K tokens
3K tokens
Input Pricing (per 1M tokens)
$0.10
$0.15
Output Pricing (per 1M tokens)
$0.40
Free
Release Date
Jun 2025
May 2025

Capabilities

Capability
Gemini 2.5 Flash Lite Preview 06-17
Gemini Embedding 001
Text Generation
Vision
Audio Input
Video Understanding
PDF Processing
Function Calling
Advanced Reasoning
File Attachments

Which Model Should You Choose?

Choose Gemini 2.5 Flash Lite Preview 06-17 if:

  • • You need a larger context window
  • • Cost efficiency is a priority
  • • You need advanced reasoning

Choose Gemini Embedding 001 if: