Grok 4.1 Fast Reasoning
Grok 4.1 Fast Reasoning is xAI's reasoning-enabled Grok 4.1 Fast model optimized for agentic operations. It combines structured chain-of-thought reasoning with speed-optimized inference and a context window of 1M tokens for complex agent workflows.
import { streamText } from 'ai'
const result = streamText({ model: 'xai/grok-4.1-fast-reasoning', prompt: 'Why is the sky blue?'})Playground
Try out Grok 4.1 Fast Reasoning by xAI. Usage is billed to your team at API rates. Free users (those who haven't made a payment) get $5 of credits every 30 days.
Grok 4.1 Fast Reasoning
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Providers
Route requests across multiple providers. Copy a provider slug to set your preference. Visit the docs for more info. Using a provider means you agree to their terms, listed under Legal.
| Provider |
|---|
 Google Vertex AI | 1M | 0.9s | 173tps | $0.20/M | $0.50/M | Read:$0.05/M Write:— | — | — | +3 | 11/19/2025 |
P50 throughput on live AI Gateway traffic, in tokens per second (TPS). Visit the docs for more info.
P50 time to first token (TTFT) on live AI Gateway traffic, in milliseconds. View the docs for more info.
Direct request success rate on AI Gateway and per-provider. Visit the docs for more info.
More models by xAI
| Model |
|---|
| 256K | 0.5s | 172tps | $1.00/M | $2.00/M | Read: $0.2/M Write: — | $5/K + input costs | — | +3 | | 05/20/2026 | |||
| 1M | 1.1s | 155tps | $1.25/M | $2.50/M | Read: $0.2/M Write: — | $5/K + input costs | — | +4 | | 04/30/2026 | |||
| 2M | 0.4s | 233tps | $1.25/M | $2.50/M | Read: $0.2/M Write: — | $5/K + input costs | — | +4 | | 03/10/2026 | |||
| 2M | 0.4s | $1.25/M | $2.50/M | Read: $0.2/M Write: — | $5/K + input costs | — | +3 | | 03/10/2026 | ||||
| 2M | 1.4s | 892tps | $1.25/M | $2.50/M | Read: $0.2/M Write: — | $5/K + input costs | — | +4 | | 03/10/2026 | |||
| 1M | 0.3s | 113tps | $0.20/M | $0.50/M | Read:$0.05/M Write:— | — | — | +2 | | 11/19/2025 |
About Grok 4.1 Fast Reasoning
Grok 4.1 Fast Reasoning was released November 19, 2025 as the reasoning-enabled variant of xAI's Grok 4.1 Fast generation. It's engineered for agentic operations that require high accuracy, combining structured chain-of-thought reasoning with the speed optimizations of the Fast model line. The context window of 1M tokens supports complex agent sessions with extensive tool schemas and conversation histories.
Unlike the non-reasoning variant, Grok 4.1 Fast Reasoning generates reasoning traces before producing final answers and tool-call decisions. This structured analysis improves accuracy on tasks where the agent must reason through ambiguous situations, evaluate multiple tool options, or plan multi-step strategies. The reasoning overhead is a deliberate tradeoff for higher-stakes agentic operations where incorrect decisions are costly.
Grok 4.1 Fast Reasoning pairs with the non-reasoning variant for a two-tier architecture: use reasoning for complex decisions and non-reasoning for routine tool calls within the same agent system.
What To Consider When Choosing a Provider
- Configuration: Each reasoning step adds tokens and latency. For agent workflows with many steps, profile the total cost and time impact of using reasoning on every call versus selectively on complex decisions.
- Configuration: Consider routing simple tool-calling decisions to the non-reasoning variant and reserving Grok 4.1 Fast Reasoning for steps that require analytical depth. This optimizes both cost and speed.
- Zero Data Retention: AI Gateway supports Zero Data Retention for this model via direct gateway requests (BYOK is not included). To configure this, check the documentation.
- Authentication: AI Gateway authenticates requests using an API key or OIDC token. You do not need to manage provider credentials directly.
When to Use Grok 4.1 Fast Reasoning
Best For
- High-stakes agentic operations: Incorrect tool calls or decisions have significant consequences
- Complex planning tasks: The agent must evaluate multiple strategies and select the optimal approach
- Multi-step reasoning within agent workflows: That require the model to analyze intermediate results before proceeding
- Code analysis and debugging agents: That need to reason through complex codebases systematically
- Research and analysis agents: Operating over large document collections within the context of 1M tokens
Consider Alternatives When
- Routine tool-calling decisions: The non-reasoning variant handles the task at lower latency and cost
- Maximum reasoning depth: On the hardest problems, where the full Grok 4 may provide deeper analysis
- Budget-constrained agent systems: Reasoning overhead on every call makes the workload uneconomical. Use selective reasoning instead
- Non-agentic reasoning tasks: Grok 4 or Grok 3 may be better general-purpose choices
Conclusion
Grok 4.1 Fast Reasoning adds structured reasoning to the fast agentic foundation of the Grok 4.1 generation. It's designed for agent workflows where accuracy on complex decisions justifies the reasoning overhead. Combined with the non-reasoning variant, it enables intelligent routing architectures that match reasoning depth to decision complexity within the same system.