Cracked AI Engineering

Gemini 2.5 Flash Lite Preview 09-25 vs Gemini Embedding 001

Looking for a powerful AI model for your project? Gemini 2.5 Flash Lite Preview 09-25 offers a larger context window of 1,048,576 tokens, advanced reasoning capabilities, and support for various inputs at $0.1/M input and $0.4/M output tokens. On the other hand, Gemini Embedding 001 provides a smaller context window of 2,048 tokens, focused on text input tasks, at a slightly higher price point of $0.15/M input. Choose Gemini 2.5 for complex AI tasks requiring vision, audio, or video processing, while Gemini Embedding 001 is ideal for natural language processing projects.

Quick Overview

Gemini 2.5 Flash Lite Preview 09-25

Vertex

1.0M 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 09-25
Gemini Embedding 001
Provider
Vertex
Vertex
Context Window
1.0M 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
Sep 2025
May 2025

Capabilities

Capability
Gemini 2.5 Flash Lite Preview 09-25
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 09-25 if:

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

Choose Gemini Embedding 001 if: