Cracked AI Engineering

Gemini 2.5 Flash Lite vs Gemini Embedding 001

Google's Gemini 2.5 Flash Lite boasts a massive context window of 1,048,576 tokens and supports text, vision, audio, and video inputs with advanced reasoning capabilities. Priced at $0.1/M input and $0.4/M output tokens, it's ideal for developers needing a versatile AI model. On the other hand, Gemini Embedding 001 offers a context window of 2,048 tokens, making it more suitable for natural language processing tasks. With a lower pricing of $0.15/M input and $0/M output tokens, it's a cost-effective choice for projects requiring text input capabilities. Choose Gemini 2.5 Flash Lite for a broader range of applications, while Gemini Embedding 001 is better suited for NLP tasks with its focus on text input.

Quick Overview

Gemini 2.5 Flash Lite

Vertex

1.0M tokens context • $0.10 / $0.40 per 1M tokens

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Gemini Embedding 001

Vertex

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

View full specifications →

Detailed Comparison

Specification
Gemini 2.5 Flash Lite
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
Jun 2025
May 2025

Capabilities

Capability
Gemini 2.5 Flash Lite
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 if:

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

Choose Gemini Embedding 001 if: