GPT-4o vs Claude Opus vs Gemini Ultra vs Llama: AI Models Compared

A technical comparison of the leading AI models — capabilities, context windows, pricing, and API access.

ToolSpotter Team

Understanding the Model Landscape

Behind every AI tool is a model. Understanding the models helps you choose the right tools — and in some cases, build with the APIs directly. Here's how the leading models compare in 2026.

The Contenders

  • GPT-4o (OpenAI) — The most widely used model, powering ChatGPT and thousands of apps
  • Claude Opus (Anthropic) — Known for nuance, safety, and handling complex tasks
  • Gemini Ultra (Google) — Natively multimodal with deep Google integration
  • Llama (Meta) — Open-source, self-hostable, rapidly improving
  • Mistral Large (Mistral AI) — European-built, strong performance at lower cost

Reasoning & Complex Tasks

Winner: Claude Opus. On complex multi-step tasks — legal analysis, code architecture, nuanced writing — Claude consistently outperforms. Its extended thinking feature explicitly shows chain-of-thought reasoning.

Speed & Cost

Winner: GPT-4o / Groq (for Llama). GPT-4o offers the best balance of quality and speed. For raw inference speed, running Llama on Groq's hardware is unmatched — ideal for latency-sensitive applications.

Multimodal

Winner: Gemini Ultra. Native vision, audio, and video understanding. Gemini processes multiple modalities simultaneously rather than converting everything to text first.

Open Source / Self-Hosting

Winner: Llama. Run it on your own hardware with no usage limits and full data privacy. The open-source community has built fine-tuned variants for every niche.

API Pricing (per 1M tokens, approximate)

  • GPT-4o: $2.50 input / $10 output
  • Claude Opus: $15 input / $75 output
  • Gemini Ultra: $3.50 input / $10.50 output
  • Llama (via Together AI): $0.90 input / $0.90 output
  • Mistral Large: $2 input / $6 output

How to Choose

  • Best all-round: GPT-4o
  • Complex reasoning: Claude Opus
  • Budget-friendly: Llama via Together AI or Groq
  • Multimodal: Gemini Ultra
  • European data residency: Mistral

Explore model APIs and providers on our AI Models & APIs page.

ToolSpotter Editorial Team

About the Author

ToolSpotter Editorial Team

AI Tool Analysts

Our editorial team has reviewed over 750 AI tools across 26 categories. We test, compare, and rank tools based on real user feedback, pricing transparency, and actual capability — never on who pays us. Every recommendation is earned.

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