Google's frontier multimodal model (Gemini 4 family) for reasoning, coding, agentic and scientific work; 1M token limit, available via the Gemini API.
Context window
1M
tokens
Release date
13 October 2026
Access:APIHostedDeployment:☁ Cloud
Overview
Access & deployment
APIHosted
Cloud
Weights: Closed
Key parameters
📏 Context: 1M
✓ Tools
📥 Input: text, image, documents, video
Robotics
Spatial reasoningEmbodied task planning3D scene reconstructionSpatial prediction
Technical specification
Context window
1M
tokens
Features:✓ Tool use
Modalities
⬇ Input
textimagedocumentsvideo
⬆ Output
textcode
Capabilities and applications
Native model capabilities
Reasoning
The model's ability to reason logically and solve complex problems.
Category: reasoning
Advanced reasoning
The ability to perform multi-step, structured reasoning: analysing problems, planning steps, and drawing conclusions from hypotheses. Reasoning-first models (e.g. GPT-5.1 Thinking) dedicate a portion of inference to chains of thought before responding.
Category: reasoning
Multi-step reasoning
Carrying out multi-step chains of reasoning across long, complex tasks.
Category: reasoning
Coding
Generating, analysing and modifying code in many programming languages. Covers writing functions, debugging, refactoring, code review, and creating tests. Measured by benchmarks such as HumanEval and SWE-bench.
Category: coding
Agentic coding
Multi-hour, multi-step programming tasks performed autonomously by the model: cloning a repository, running tests, iterating on fixes, integrating with CLI tools. Characteristic of Codex variants (GPT-5.1-Codex-Mini, Codex-Max).
Category: coding
Agentic capability
The model's ability to autonomously plan and execute multi-step tasks by sequentially using tools, maintaining context, and adapting to intermediate results.
Category: planning
Long context
Support for large context windows — tens to hundreds of thousands (or millions) of input tokens. Enables analysis of entire codebases, long documents, and many parallel conversations without losing earlier information. GPT-5.1 supports 400,000 tokens.
Category: language
Multimodal understanding
Category: multimodal
Image understanding
Analysing and interpreting the content of images.
Category: vision
Cybersecurity
The model ability to perform computer-security tasks: vulnerability analysis, proof-of-concept exploit generation, patching, and cybersecurity question answering.
Category: other
Vulnerability detection
The ability to identify and analyze security vulnerabilities in source code and software.
Category: coding
Tool use
The model's ability to call external functions, APIs and tools during a conversation: calculator, search engine, code editor, database. The model decides when and how to use a tool and interprets its result.
Category: planning
Mathematical reasoning
The model's ability to solve mathematical tasks requiring multi-step reasoning — equations, proofs, combinatorics, geometry, calculus and competition-level problems.
Category: reasoning
Financial modeling
Building financial models: DCF, company valuations, scenario analysis, budget forecasts, P&L sheets, cap table models. Requires precise numerical reasoning and knowledge of accounting conventions.
Category: reasoning
3D reconstruction
Recovering 3D scene geometry (point clouds, meshes, any-view geometry) from images.
Category: vision
Multi-step project execution
The ability to autonomously drive multi-hour, multi-step projects: decomposing the task, planning the sequence of actions, iteratively delivering results, and adjusting based on feedback. Key for enterprise and knowledge-work agents.
Category: planning
Robotics
Spatial reasoningEmbodied task planning3D scene reconstructionSpatial prediction
Benchmark results
5 benchmarks
Vals Index
#1
📅 13 Oct 2026📄 Oficjalna strona (blog Google)
Ranked #1 on the Vals Index, measuring performance across finance, coding, legal and tax work.
ERQA (Embodied Reasoning)
accuracy
87%%
📅 13 Oct 2026📄 Oficjalna strona (blog Google)
Embodied reasoning benchmark (3D spatial problems); score achieved via pure reasoning.
RareBench
57%
📅 13 Oct 2026📄 Oficjalna strona (blog Google)
Gamow Labs private evals; assistance with rare-disease diagnosis.
LabBench
52.2%
📅 13 Oct 2026📄 Oficjalna strona (blog Google)
Gamow Labs private evals; wet-lab reasoning.
Gray Swan Indirect Prompt Injection (IPI)
attack success rate
0.7%%
📅 13 Oct 2026📄 Oficjalna strona (blog Google)
Indirect prompt injection resistance; lower is better; across 15 adaptive attempts.
Pricing
Technical architecture
Model Form
Deployment and security
🔒 Security / Enterprise
✓ Verified enterprise information
Updated: 16 Oct 2026↗ Security documentation
