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··11 min read

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.

Tools mentioned in this article

Anthropic API logo

Anthropic API

Claude — the most capable and safest AI models

AI Models & APIsFree tier
4.2 (174)
View Tool →
Google Gemini API logo

Google Gemini API

Gemini 1.5 and 2.0 via Google AI Studio

AI Models & APIsFree tier
3.6 (279)
View Tool →
Groq logo

Groq

The fastest LLM inference in the world

AI Models & APIsFree tier
4.8 (689)
View Tool →
Mistral AI logo

Mistral AI

Frontier open-weight AI models from Europe

AI Models & APIsFree tier
4.9 (452)
View Tool →
OpenAI API logo

OpenAI API

GPT-4o and the world's most used AI API

AI Models & APIsFree tier
4.3 (548)
View Tool →
Together AI logo

Together AI

Run open-source AI models in the cloud

AI Models & APIsFree tier
3.8 (547)
View Tool →

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