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Grok API: xAI Reasoning and Coding Models

Grok API: xAI Reasoning and Coding Models

The Grok API gives developers xAI's Grok models on Atlas Cloud through one OpenAI-compatible key. It covers two models: Grok 4.3, an advanced reasoning model with a 1M token context window for long-document analysis and agentic workflows, and Grok Build 0.1, purpose-built for code generation, debugging, and refactoring. Run both alongside 300+ models on one account, with OpenAI-compatible endpoints, reliable infrastructure, and pay-as-you-go access.

Explore the Leading Grok

Atlas Cloud provides you with the latest industry-leading creative models.

Compare the Grok API Models

Match each job to the right model: Grok 4.3 for reasoning across a 1M token context and Grok Build 0.1 for agentic coding, both reachable through one OpenAI-compatible key on Atlas Cloud.

ModelTypeBest ForContextInputsFunction CallingStructured OutputsPrompt CachingStatus
Grok 4.3Flagship reasoning modelLogic, analysis, multi-step agents, long-document work1M tokensText, imageYesYesYesFlagship, GA
Grok Build 0.1Coding-focused modelCode generation, debugging, refactoring, coding agents256K tokensText, imageYesYesYesEarly access

Grok API Features

The Grok API brings xAI's reasoning and coding models to Atlas Cloud with a 1M token context window, always-on reasoning, function calling, structured outputs, vision input, and prompt caching, all behind one OpenAI-compatible key.

1M Token Context Window

1M Token Context Window

Grok 4.3 handles up to one million tokens in a single request, enough for full contract sets, large codebases, or long multi-turn agent sessions. The wide context removes chunked retrieval and preserves cross-document reasoning that shorter models lose.

Always-On Reasoning with the Grok API

Always-On Reasoning with the Grok API

The Grok API runs Grok 4.3 with built-in step-by-step reasoning, tuned for accuracy-critical work like logic, math, and multi-step analysis. The model thinks before it answers, which lifts factual reliability and instruction following on complex prompts.

Agentic Tool Calling

Agentic Tool Calling

Grok 4.3 is built for agents: it plans, calls functions in sequence, and adjusts on intermediate results. Native function calling lets it trigger tools and APIs mid-task, the foundation for research agents, support bots, and automation that runs without a human in the loop.

Structured Outputs and Vision with the Grok API

Structured Outputs and Vision with the Grok API

The Grok API returns structured JSON that matches your schema, so extracted data flows straight into downstream code. Grok 4.3 also accepts images alongside text, handling diagrams, screenshots, and UI mockups in the same call.

Coding with Grok Build 0.1

Coding with Grok Build 0.1

Grok Build 0.1 is xAI's coding-tuned model for code generation, debugging, and refactoring across developer workflows, with a 256K token context. It targets interactive coding agents and multi-step development tasks rather than general chat.

Prompt Caching on the Grok API

Prompt Caching on the Grok API

The Grok API supports prompt caching, which reuses a shared system prompt or context prefix at a lower token rate. For agentic loops that send the same instructions across many calls, this cuts repeated input cost without changing your code.

One Build Prompt Across Models

Hand the same build prompt to Grok and the other models on Atlas Cloud, and watch each generate a complete, runnable web page, so you can compare coding style and output side by side.

Prompt

Build a single self-contained HTML file showing an interactive 3D solar system using Three.js from a CDN. Render the sun and eight orbiting planets with textures approximated by colors and glow, animated orbits, and a starfield background. Let the user rotate and zoom the camera with the mouse, and click a planet to smoothly fly the camera to it and display its stats. Include an elegant overlay title and a control to speed up or slow down time. Keep everything in one HTML file with the Three.js CDN import. Prioritize a stunning, cinematic look.

Grok 4.3

GLM 5

Grok Build 0.1

Prompt

Build a single self-contained HTML file that is an animated analytics dashboard. Include an animated bar chart, a line chart that draws itself on load, a donut chart, and summary stat cards that count up. Use hard-coded sample data, smooth entrance animations, and a clean modern dark dashboard layout. Add a subtle hover tooltip on each chart element. Use only inline CSS and vanilla JavaScript with canvas or SVG, no external libraries. Make it look like a premium SaaS dashboard.

Grok 4.3

GLM 5

Grok Build 0.1

What You Can Do with the Grok LLM API on Atlas Cloud

Grok 4.3 combines a 1M token context window with real-time web and X search, making it practical for production workflows that need current information alongside deep reasoning.

Long-Document and Codebase Analysis

Feed entire contracts, research sets, or repositories into a single Grok 4.3 request and ask questions across all of it. The 1M token context keeps cross-references intact, so answers draw on the whole input instead of a retrieved fragment, a fit for legal review, due diligence, and code audits.

Research and Automation Agents with the Grok API

Use the Grok API to build agents that plan, call tools, and act on results without a human in each step. Native function calling and always-on reasoning let an agent search, run code, query a database, and synthesize an answer, the backbone of autonomous research and back-office automation.

High-Accuracy Support and Knowledge Bots

Grok 4.3 leads on non-hallucination and instruction following, so support and internal-knowledge bots stay close to your sources and policies. Pair it with web or document search to ground answers, reducing the off-script replies that erode user trust.

Coding Assistants and Dev Tools with the Grok API

Build code generation, review, and refactoring into your product with Grok Build 0.1, tuned for agentic software workflows. The Grok API handles multi-step development tasks, from drafting a function to debugging across files, behind the same endpoint as the reasoning models.

Multimodal Document and Image Workflows

Send images alongside text and have Grok 4.3 read charts, screenshots, receipts, and diagrams, then return structured output your code can consume. This suits data extraction, invoice processing, and any pipeline that turns mixed inputs into clean fields.

Drop-In Backend for AI Features with the Grok API

Because the Grok API is OpenAI-compatible, you can route an existing app to xAI's models with a base URL change, and reach 300+ other models on the same account. Switch models per task without reworking your integration or managing separate billing.

How the Grok API Compares

See how the Grok API lines up against other leading LLMs on Atlas Cloud by context, inputs, and focus, so you can route each task to the model that fits, all under one key.

ModelProviderContext WindowInputsBest For
Grok 4.3xAI1M tokensTextAgentic reasoning, long-document analysis, high factual accuracy
Grok Build 0.1xAI256K tokensTextCode generation, debugging, refactoring
DeepSeek V4 ProDeepSeek1M tokensTextCost-efficient reasoning and agentic tool use at scale
Kimi K2.6Moonshot262K tokensText, imageLong-horizon coding agents and multimodal workflows
GLM 5.2Z.ai202.8K tokensTextLong-horizon agentic engineering and project-scale coding

How to Use Grok on Atlas Cloud

Get started in minutes — follow these simple steps to integrate and deploy models through Atlas Cloud's platform.

Create an Atlas Cloud Account

Sign up at atlascloud.ai and complete verification. New users receive free credits to explore the platform and test models.

Why Use Grok on Atlas Cloud

Combining the advanced Grok models with Atlas Cloud's GPU-accelerated platform provides unmatched performance, scalability, and developer experience.

Performance & flexibility

Low Latency:
GPU-optimized inference for real-time reasoning.

Unified API:
Run Grok, GPT, Gemini, and DeepSeek with one integration.

Transparent Pricing:
Predictable per-token billing with serverless options.

Enterprise & Scale

Developer Experience:
SDKs, analytics, fine-tuning tools, and templates.

Reliability:
99.99% uptime, RBAC, and compliance-ready logging.

Security & Compliance:
SOC 2 Type II, HIPAA alignment, data sovereignty in US.

Frequently Asked Questions about Grok LLM

The Grok API gives developers xAI's Grok models on Atlas Cloud through one OpenAI-compatible key. It covers Grok 4.3, an advanced reasoning model with a 1M token context window, and Grok Build 0.1, a coding-focused model for software workflows. Both run alongside 300+ other models on the same account, so you can reach Grok and switch between providers without separate integrations.

Grok 4.3 is xAI's flagship reasoning model, built for accuracy-critical work like logic, analysis, and multi-step agentic tasks, with a 1M token context window. Grok Build 0.1 is tuned specifically for agentic coding: generation, debugging, and refactoring across developer workflows, with a 256K token context. Use Grok 4.3 for general reasoning and Grok Build 0.1 when the job is primarily writing or fixing code.

Grok 4.3 accepts text and image inputs and returns text, with a context window of up to 1M tokens, enough for long documents, large codebases, and extended agent sessions. Grok Build 0.1 handles text and image input with a 256K token context. The wide context lets you pass full source material in a single request instead of splitting it into retrieved fragments.

Yes. The Grok API on Atlas Cloud uses OpenAI-compatible endpoints, so an app already built on the OpenAI SDK can switch by changing the base URL and model name. There is no need to rewrite your request logic or manage a separate client, which keeps migration to a few lines of code.

Grok 4.3 performs step-by-step reasoning before it answers, which is what drives its accuracy on complex logic and analysis. Reasoning behavior can vary by model and configuration, so whether it can be reduced or disabled per request depends on the parameters exposed for that model. Check the model settings in the Atlas Cloud console for the current reasoning options before relying on a specific mode in production.

Yes. The Grok API supports function calling, so the model can invoke your tools and APIs mid-task, and it returns structured JSON that conforms to a schema you define. Together these let you build agents that take actions and feed clean, parseable data straight into downstream code, rather than parsing free-form text.

Prompt caching reuses a repeated context prefix, such as a long system prompt or shared instructions, at a reduced input token rate on later calls. For chatbots and agents that resend the same setup on every request, this lowers repeated input cost without changing your code. Put static content at the start of the prompt and variable user content at the end so the cache applies.

Rate limits and concurrency vary by account tier, so add exponential backoff and a retry on a 429 response, and queue requests during traffic spikes. For large offline jobs, batch processing keeps bulk work off your real-time limits. A common hidden cost at scale is resending full conversation history on every call, so pass a compact summary instead of the entire thread, and contact support to raise limits as you grow.

The Grok API uses pay-as-you-go billing based on token usage, with input and output tokens metered per request and no subscription required. Running Grok next to 300+ other models on Atlas Cloud means one account and one bill rather than separate contracts per provider. Prompt caching and batch processing can reduce effective cost on repetitive or offline workloads.

Create an account on Atlas Cloud, generate an API key, and point your existing OpenAI-compatible client at the Atlas endpoint with the Grok model name. Send your first request to Grok 4.3 for reasoning or Grok Build 0.1 for coding, then scale up as needed. Because the same key reaches 300+ models, you can test other models without any extra setup.

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