Introduction to Grok-4-Fast
xAI has recently unveiled Grok-4-Fast, a groundbreaking model that combines reasoning and non-reasoning capabilities into one unified system. This innovation is set to enhance various applications, including high-throughput search, coding tasks, and question-and-answer services. With a remarkable 2 million token context window and advanced reinforcement learning techniques, Grok-4-Fast aims to streamline operations and reduce costs significantly.
Architecture Overview
In earlier versions, Grok relied on separate models for handling reasoning and non-reasoning tasks, which often led to inefficiencies. Grok-4-Fast addresses this by utilizing a single weight space, which reduces latency and token usage. This is crucial for real-time applications such as interactive coding and search engines, where switching between models can slow down performance and increase operational costs.
Performance Metrics
Grok-4-Fast has shown impressive performance in various benchmarks, thanks to its end-to-end training using tool-use reinforcement learning. Here are some noteworthy statistics:
- BrowseComp: 44.9% improvement
- SimpleQA: 95.0% accuracy
- Reka Research: 66.0% success rate
- BrowseComp-zh (Chinese variant): 51.2% accuracy
In private testing, Grok-4-Fast achieved top rankings in search performance, with its codename “menlo” earning an Elo score of 1163 in the Search Arena.
Efficiency and Cost-Effectiveness
One of the standout features of Grok-4-Fast is its efficiency. It reportedly uses about 40% fewer “thinking” tokens compared to its predecessor, Grok-4. This reduction in token usage translates to a remarkable 98% decrease in costs while maintaining similar performance levels. For users, this means more affordable access to high-quality AI capabilities.
Deployment and Pricing Structure
Grok-4-Fast is accessible across various platforms, including web and mobile applications. Users can choose between different modes, such as Fast and Auto, which optimally selects Grok-4-Fast for complex queries. For developers, there are two options available: grok-4-fast-reasoning and grok-4-fast-non-reasoning, both equipped with the same expansive context window. The pricing structure is as follows:
- $0.20 per 1M input tokens (for inputs under 128k)
- $0.40 per 1M input tokens (for inputs of 128k or more)
- $0.50 per 1M output tokens (for outputs under 128k)
- $1.00 per 1M output tokens (for outputs of 128k or more)
- $0.05 per 1M cached input tokens
Key Takeaways
Grok-4-Fast is a significant advancement in the realm of AI. Its unified model with a 2M token context, efficient pricing, and enhanced performance metrics make it an attractive option for businesses and developers alike. The model’s design caters specifically to agentic and search applications, ensuring that users can leverage its capabilities effectively.
Conclusion
Grok-4-Fast represents a new benchmark in cost-efficient AI intelligence, merging advanced functionalities into one cohesive model. This innovation not only enhances user experience but also makes powerful AI tools more accessible to everyone. With its competitive pricing and exceptional performance, Grok-4-Fast is poised to transform how we interact with AI.
Frequently Asked Questions
- What is Grok-4-Fast? Grok-4-Fast is a new AI model from xAI that integrates reasoning and non-reasoning behaviors into a single system, optimized for various applications.
- How does Grok-4-Fast improve efficiency? It uses approximately 40% fewer “thinking” tokens compared to previous models, leading to significant cost reductions.
- What are the main use cases for Grok-4-Fast? It is designed for high-throughput search, coding tasks, and question-and-answer applications.
- What are the pricing options for Grok-4-Fast? Pricing starts at $0.20 per million input tokens and varies based on the size of input and output tokens.
- Is Grok-4-Fast available for free? Yes, free users can access Grok-4-Fast on various platforms, including mobile apps.


























