Claude Sonnet 4 vs Grok Code Fast 1
Claude Sonnet 4 vs Grok Code Fast 1: Grok Code Fast 1 is cheaper for input-heavy usage ($0.20/M vs $3.00/M input tokens), while Grok Code Fast 1 is better for long-context tasks (256,000 tokens).
Direct answer: choose Grok Code Fast 1 for lower token spend and choose Grok Code Fast 1 when your workload needs longer context.
Compare input and output token pricing, context windows, and monthly cost estimates on one page so you can pick the cheaper model fast.
Cost Comparison (1000 input + 500 output tokens, 100 requests/day)
Claude Sonnet 4
Grok Code Fast 1
Cost Differences
Grok Code Fast 1 costs less than Claude Sonnet 4
Quick Recommendation
Winner for direct API pricing: Grok Code Fast 1. At the default workload, Grok Code Fast 1 saves about $28.65/month ($348.575/year) versus Claude Sonnet 4.
Feature Comparison
| Feature | Claude Sonnet 4 | Grok Code Fast 1 |
|---|---|---|
| Provider | Anthropic | xAI |
| Input Price | $3.00/1M tokens | $0.20/1M tokens |
| Output Price | $15.00/1M tokens | $1.50/1M tokens |
| Context Window | 200,000 tokens | 256,000 tokens |
| Max Output | 64,000 tokens | 32,768 tokens |
| Category | standard | standard |
| Capabilities | textvisioncodereasoning | textcodereasoning |
| Release Date | 5/14/2025 | 2/1/2026 |
Claude Sonnet 4 vs Grok Code Fast 1: Which Should You Choose?
Choosing between Claude Sonnet 4 and Grok Code Fast 1 depends on your priorities: cost efficiency, context length, or raw capability. Grok Code Fast 1 is the more affordable option at $0.20/1M input tokens — 93% cheaper than Claude Sonnet 4. Meanwhile, Grok Code Fast 1 offers a significantly larger context window at 256,000 tokens vs 200,000 for Claude Sonnet 4.
These models come from different providers — Anthropic and xAI — which means different API ecosystems, SDKs, rate limits, and terms of service. If you're already integrated with Anthropic, switching to xAIinvolves migration effort beyond just pricing. Factor in your existing infrastructure when deciding.
Both models are in the standard category, making this a direct head-to-head comparison. At scale — say 10,000 requests per day — the cost difference adds up: Grok Code Fast 1 would save you roughly $2,865.00/month compared to Claude Sonnet 4. For startups and indie developers, that difference can be significant.
Output costs matter too. Claude Sonnet 4 charges $15.00/1M output tokens vs $1.50 for Grok Code Fast 1. For generation-heavy workloads (content creation, code generation, summarization), output pricing often dominates your bill. Grok Code Fast 1 has the edge here at $1.50/1M output tokens.
Multimodal capabilities: Claude Sonnet 4 supports vision (image inputs) while Grok Code Fast 1 is text-only. If your application needs image understanding, this narrows your choice.
Best Use Cases
Choose Claude Sonnet 4 when:
- • You need more capabilities (vision)
- • You need longer outputs (up to 64,000 tokens)
- • You're already using Anthropic's API ecosystem
Choose Grok Code Fast 1 when:
- • Budget is a primary concern
- • You need a larger context window (256,000 tokens)
- • You're already using xAI's API ecosystem
Pros and Caveats at a Glance
Claude Sonnet 4
- • Input pricing: $3.00/M tokens
- • Output pricing: $15.00/M tokens
- • Context window: 200,000 tokens
- • Max output: 64,000 tokens
Watch out for
- • Higher input cost than Grok Code Fast 1
- • Higher output cost than Grok Code Fast 1
- • Smaller context window than Grok Code Fast 1
Grok Code Fast 1
- • Input pricing: $0.20/M tokens
- • Output pricing: $1.50/M tokens
- • Context window: 256,000 tokens
- • Max output: 32,768 tokens
Watch out for
- • Trade-offs are minor in this matchup.
Try Different Scenarios
Use the calculator below to see how costs change with different usage patterns
Claude Sonnet 4 (Anthropic)
Grok Code Fast 1 (xAI)
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Sign Up for xAI →Frequently Asked Questions
Which is cheaper, Claude Sonnet 4 or Grok Code Fast 1?▼
What is the context window difference between Claude Sonnet 4 and Grok Code Fast 1?▼
Which model is better for AI Agent / Agentic Workflows?▼
Which model has better overall pricing for heavy usage?▼
Where can I compare Anthropic and xAI API pricing beyond this model matchup?▼
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