OpenAI: GPT-5.2 Pro vs Google: Gemini 3.1 Flash Lite Preview

Compare these two models side-by-side to help you make the best choice for your needs

OpenAI: GPT-5.2 Pro

Premium

Description

GPT-5.2 Pro is OpenAI’s most advanced model, offering major improvements in agentic coding and long context performance over GPT-5 Pro. It is optimized for complex tasks that require step-by-step reasoning, instruction following, and accuracy in high-stakes use cases. It supports test-time routing features and advanced prompt understanding, including user-specified intent like "think hard about this." Improvements include reductions in hallucination, sycophancy, and better performance in coding, writing, and health-related tasks.

Strengths

  • Multimodal understanding with text and image support
  • Large context window (400k tokens)

Best For

Image and document understanding

Google: Gemini 3.1 Flash Lite Preview

Description

Gemini 3.1 Flash Lite Preview is Google's high-efficiency model optimized for high-volume use cases. It outperforms Gemini 2.5 Flash Lite on overall quality and approaches Gemini 2.5 Flash performance across key capabilities. Improvements span audio input/ASR, RAG snippet ranking, translation, data extraction, and code completion. Supports full thinking levels (minimal, low, medium, high) for fine-grained cost/performance trade-offs. Priced at half the cost of Gemini 3 Flash.

Strengths

  • Multimodal understanding with text and image support
  • Large context window (1049k tokens)

Best For

Image and document understanding

FeatureOpenAI: GPT-5.2 ProGoogle: Gemini 3.1 Flash Lite Preview
ProviderOpenRouterOpenRouter
Context Length400,000 tokens1,048,576 tokens
Input Price$21.00/M$0.250/M
Output Price$168.00/M$1.50/M
Vision SupportYesYes
PremiumYesNo
Capabilities
TextVision
TextVisionFast