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o3-mini vs Grok 4

Compare pricing, context windows, and strengths for o3-mini by OpenAI and Grok 4 by xAI - and see how to put either to work in Appaca.

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o3-mini

A small, cost-efficient reasoning model offering high intelligence at the same pricing and latency targets as o1-mini, with strong support for structured outputs and developer tooling.

View o3-mini
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Grok 4

A flagship multimodal model excelling in natural language, math, and deep reasoning with unmatched all-around performance.

View Grok 4

o3-mini vs Grok 4 at a glance

Specs and pricing side by side, from the Appaca AI models directory.

Spec o3-mini Grok 4
Provider OpenAI xAI
Model type Text Text
Context window 200K tokens 256K tokens
Input price $1.1 / 1M tokens $3 / 1M tokens
Output price $4.4 / 1M tokens $15 / 1M tokens
Status Current Current
Key differences

How o3-mini and Grok 4 differ

What the numbers mean in practice when choosing between o3-mini and Grok 4.

  • o3-mini is 63% cheaper on input tokens ($1.1 vs $3 per million), which adds up quickly in document-heavy workloads.

  • o3-mini is 71% cheaper on output tokens ($4.4 vs $15 per million) - the bigger factor for tools that generate long documents.

  • Context windows are close: o3-mini handles 200K tokens and Grok 4 handles 256K tokens.

Strengths side by side

Where each model shines, according to benchmarks and provider positioning.

o3-mini

1. High-intelligence small reasoning model

  • Delivers strong reasoning performance in a compact footprint.
  • Ideal for tasks that need intelligence but must stay cost-efficient.

2. Excellent for developer workflows

  • Supports Structured Outputs, function calling, and Batch API.
  • Reliable for backend automation, agents, and data-processing pipelines.

3. Strong text reasoning capabilities

  • Handles multi-step logic, natural language analysis, SQL translation, entity extraction, and content generation.
  • Works well for landing pages, policy summaries, and knowledge extraction (as shown in built-in examples).

4. 200K context window

  • Allows large documents, multi-step analysis, and long-running conversations.
  • Reduces the need for aggressive chunking or external retrieval systems.

5. High 100K-token output limit

  • Enables long explanations, multi-section documents, or detailed reasoning sequences.

6. Pure text-focused model

  • Input/output is text-only (no image or audio support).
  • Optimized for language-heavy reasoning and logic tasks.

7. Broad API compatibility

  • Works across Chat Completions, Responses, Realtime, Assistants, Embeddings, Image APIs (as tools), and more.
  • Supports streaming, function calling, and structured outputs.

8. Cost-efficient for production at scale

  • Same cost/performance profile as o1-mini but with higher intelligence.

Grok 4

1. Flagship-level reasoning and math performance

  • Designed for world-class reasoning depth, precision, and multi-step logical chains.
  • Excels at STEM, mathematics, symbolic operations, proofs, and analytical workloads.

2. Powerful multimodal understanding

  • Supports text, images, and other modalities.
  • Handles cross-modal reasoning tasks requiring context synthesis.

3. Extreme capability across diverse tasks

  • Positioned as a top-tier 'jack of all trades' model.
  • Strong in natural language, coding, knowledge retrieval, and structured generation.

4. Large 256K context window

  • Enables analysis of long documents, entire codebases, multi-document packs, and extensive agent sessions.
  • Supports workloads that require persistent reasoning across large inputs.

5. Advanced developer tooling support

  • Function calling for tool-augmented workflows.
  • Structured outputs for predictable, schema-controlled generation.
  • Integrates smoothly with agents and complex automation pipelines.

6. Efficient caching for cost reduction

  • Cached input tokens discounted to $0.75 / 1M tokens.
  • Encourages RAG, retrieval pipelines, and multi-step conversational workflows.

7. Production-ready performance

  • Stable rate limits: 480 requests per minute.
  • High token throughput: 2,000,000 tokens per minute.
  • Available across multiple xAI regional clusters.

8. Optional Live Search augmentation

  • Add-on: $25 per 1K sources.
  • Enhances factual accuracy and real-time information retrieval.
Appaca

Use o3-mini or Grok 4 - or both

Appaca is the AI workspace for operators. Build internal tools and AI co-workers powered by o3-mini or Grok 4 - connected to your real data and ready for your whole team. No code, no deployment.

Describe it, and it's built

Tell the Appaca agent the internal tool you need and it builds a working app powered by o3-mini or Grok 4. No code, no API keys, no deployment.

Switch models without rebuilding

Start on o3-mini, test the same tool on Grok 4, and keep whichever performs better - the rest of your app stays exactly as it is.

Automated for the whole team

Schedule tools to run on autopilot - daily digests, weekly reports, real-time triggers - and share them with your whole team from one workspace.

Describe it, and it's built

Tell the Appaca agent what your team needs and it builds a working app powered by o3-mini or Grok 4 - connected to the tools you already use.

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FAQs

Is o3-mini cheaper than Grok 4?

o3-mini is generally cheaper: $1.1 input / $4.4 output per million tokens, versus $3 / $15 for Grok 4. Actual cost depends on how many tokens your workload reads and writes.

Which has the larger context window, o3-mini or Grok 4?

Grok 4 has the larger context window at 256K tokens, compared to 200K tokens for o3-mini. A larger window means the model can consider more text at once - useful for long contracts, codebases, or months of records.

Should I use o3-mini or Grok 4?

It depends on the job. Compare the pricing, context window, and strengths above against your workload - and remember the choice isn't permanent. In Appaca you can build a tool on o3-mini, test the same tool on Grok 4, and switch at any time without rebuilding anything.

Can I use o3-mini and Grok 4 without writing code?

Yes. Appaca is a no-code AI workspace: describe the internal tool your team needs and the Appaca agent builds it as a working app powered by o3-mini, Grok 4, or any other model in the directory - with a built-in database, team access, and integrations. No API keys to wire up and nothing to deploy.

Build AI tools with o3-mini or Grok 4

Describe the tool your team needs and get a working app powered by the model you choose - with a built-in database, team access, and integrations. No code, no deployment.