xAI Grok 4.1 Fast and Agent Tools API Release
xAI has introduced Grok 4.1 Fast and the Agent Tools API, providing developers with a specialized model and a server-side toolset designed for production-grade autonomous agents. This release focuses on improving tool-calling accuracy, reducing hallucinations, and integrating real-time data retrieval from the X platform.
Grok 4.1 Fast: Specialized Tool-Calling Model
Grok 4.1 Fast is engineered for enterprise use cases, specifically targeting complex agentic tasks in domains like finance and customer support. It features a 2-million-token context window and is optimized for speed and cost-effectiveness.
Performance Benchmarks
- $\tau^2$-bench Telecom: The model achieved a 100% score on this benchmark, which evaluates agentic tool use in customer support scenarios.
- Berkeley Function Calling v4: Grok 4.1 Fast achieved 72% overall accuracy with a total cost of $400.
- Factuality: The model reduces the hallucination rate by half compared to Grok 4 Fast, while maintaining performance on par with Grok 4 on the FActScore benchmark.
Long-Context Stability
To prevent the performance degradation typically seen as context length increases, xAI utilized long-horizon reinforcement learning with an emphasis on multi-turn scenarios. This ensures consistent performance across the full 2-million-token context window.
Agent Tools API: Server-Side Infrastructure
The Agent Tools API provides a suite of server-side tools that allow Grok 4.1 Fast to operate as an autonomous agent without requiring developers to manage their own API keys, sandboxes, or retrieval pipelines. The tools run entirely on xAI infrastructure.
Available Toolsets
- Search Tools: Provides real-time access to X posts and general internet search for current events and trends.
- Files Search: Enables intelligent retrieval of relevant documents from uploaded files, including citations.
- Code Execution: A secure sandbox for executing Python code to perform data analysis and and simulations.
- MCP Tools: Supports connection to external Model Context Protocol (MCP) servers for third-party tool integration.
Deep Research and Agentic Search
Combining Grok 4.1 Fast with the Agent Tools API enables state-of-the-art performance in deep research tasks. The model's native integration with the X ecosystem provides a significant advantage in real-time information retrieval.
Agentic Search Benchmarks
| Benchmark | Grok 4.1 Fast Agent Tools API Score | GPT-5 Score | Claude Sonnet 4.5 Score | Gemini 3 Pro Score |
|---|---|---|---|---|
| Research-Eval Reka | 63.9 | 45.5 | 41.2 | 55.9 |
| FRAMES | 87.6 | 86.0 | 85.0 | 90.9 |
| X Browse* | 56.3 | 24.2 | 14.6 | 26.5 |
*X Browse is an internal xAI benchmark evaluating multihop search and browsing capabilities on X.
API Availability and Pricing
xAI offers two variants of Grok 4.1 Fast via the API:
grok-4-1-fast-reasoning: Optimized for maximal intelligence.grok-4-1-fast-non-reasoning: Optimized for instant responses.
Pricing Structure
| Component | Price |
|---|---|
| Input Tokens | $0.20 / 1M tokens |
| Cached Input Tokens | $0.05 / 1M tokens |
| Output Tokens | $0.50 / 1M tokens |
| Tool Calls | From $5 / 1,000 successful invocations |
Sources
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