AI Models Comprehensive Comparison

Deep dive into the capability boundaries and use cases of the three mainstream AI models of 2026

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GPT-5.4

OpenAI · Released 2026.03.05

GPT-5.4 is OpenAI's latest flagship model, featuring standard, GPT-5.4 Thinking (deep reasoning), and GPT-5.4 Pro (highest performance API) variants. It integrates the Codex programming edge and supports Computer Use, excelling in coding, reasoning, and professional workflows.

Context Window 256K tokens
Multimodal Support Text / Image / Audio
Core Strengths Thinking Reasoning · Computer Use · Codex Integration
API Pricing $2.50 / 1M input · $10.00 / 1M output
Use Cases Complex Reasoning · Code Gen · Planning Tasks · Pro Workflows
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Claude Sonnet 4.6

Anthropic · Released 2026.02.17

Claude Sonnet 4.6 strikes a perfect balance between speed and intelligence, making it the best choice for daily tasks. Its enhanced coding capabilities and Computer Use make it a developer favorite. The sibling Claude Opus 4.6 (2026.02.05) is Anthropic's most powerful model, specializing in complex Agent tasks and long-term planning.

Context Window 1M tokens (Beta)
Multimodal Support Text / Image / Visual Reasoning
Core Strengths Computer Use · Agentic Logic · Code Precision · Safety Alignment
API Pricing $3.00 / 1M input · $15.00 / 1M output
Use Cases Agentic Workflows · Large Codebases · Long Document Analysis · Safety-Sensitive Scenarios

Gemini 3.1 Pro

Google DeepMind · Released 2026.02.19

Gemini 3.1 Pro is Google's latest complex-problem-solving model, natively supporting text, image, audio, video, and code multimodal reasoning. It boasts the industry's largest 2M context window. Its sibling Gemini 3.1 Flash-Lite (2026.03.03) introduces the innovative Thinking Levels mechanism, allowing developers to adjust reasoning depth.

Context Window 2M tokens
Multimodal Support Text / Image / Audio / Video / Code (Omnimodal)
Core Strengths Ultra-Long Context · Thinking Levels · Native Omnimodal · Search Integration
API Pricing $1.25 / 1M input · $5.00 / 1M output
Use Cases Ultra-Long Document Parsing · Video Analysis · Multimodal Chat · Enterprise Search Enhancement

Top-Tier LLM Capability Matrix

Benchmarks based on the latest 2026 architectures

Dimension GPT-5.4 Claude Sonnet 4.6 Gemini 3.1 Pro
Vendor OpenAI Anthropic Google DeepMind
Release Date 2026.03.05 2026.02.17 2026.02.19
Context 256K 1M (Beta) 2M
Native Multimodal Text/Image/Audio Text/Image Omnimodal
Coding ★★★★★ ★★★★★ ★★★★★
Reasoning Depth ★★★★★ ★★★★★ ★★★★★
Agentic Logic ★★★★☆ ★★★★★ ★★★★☆
Speed ★★★★☆ ★★★★★ ★★★★★
Cost-Effectiveness ★★★★☆ ★★★☆☆ ★★★★★

Recommendations

Pick the right model according to your specific needs

Coding & Dev

Require code generation, refactoring, debugging, or dev assistance

Top Pick

GPT-5.4 integrates Codex engine, whilst Claude offers top coding accuracy

Agent Workflows

Build autonomous, multi-step intelligent agent systems

Strongest

Industry-leading Agentic capabilities and Computer Use

Long Document Analysis

Need to process ultra-long texts, full codebases, or massive data

Recommended

2M Context Window, the longest in the industry

Multimodal Tasks

Need image understanding, video analysis, or audio processing

All-Rounder

Native support for text/image/audio/video/code

Complex Reasoning

Math proofs, logic analysis, complex planning tasks

Extreme

Thinking mode reveals complete reasoning steps, 94.7% accuracy

Cost-Sensitive

High-volume API usage, budget-limited production environments

Economic

Highest cost-effectiveness + flexible Thinking Levels control

2026 Model Release Timeline

2026.02.05
Claude Opus 4.6 Anthropic's most powerful reasoning model, tailored for complex Agent tasks
2026.02.17
Claude Sonnet 4.6 Balance of speed and intelligence, 1M context window Beta
2026.02.19
Gemini 3.1 Pro 2M context, native omnimodal support
2026.02.26
Nano Banana 2 Gemini 3.1 series AI image generator update
2026.03.03
Gemini 3.1 Flash-Lite Most cost-effective reasoning model, Thinking Levels mechanism
2026.03.05
GPT-5.4 Three variants released: Standard/Thinking/Pro, Computer Use

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