Claude 4 Haiku vs Grok 3
Performance benchmarks + pricing comparison — updated April 2026
Claude 4 Haiku
AnthropicUpdated Haiku model with improved reasoning over Claude 3.5 Haiku. Fast and affordable for high-volume tasks.
| Input | $0.800/M |
| Output | $4.00/M |
| Context | 200K tokens |
| Best For | High-volume tasks, simple queries, cost-sensitive workflows |
| Benchmark | 55/100 |
Grok 3
xAIxAI's flagship model. Strong general-purpose capability with real-time knowledge access through X platform integration.
| Input | $3.00/M |
| Output | $15.00/M |
| Context | 128K tokens |
| Best For | General coding, research tasks, current-event-aware applications |
| Benchmark | 70/100 |
Benchmark Performance Comparison
Third-party benchmark scores — higher is better. Data sourced from SWE-bench, LiveCodeBench, HumanEval, and BigCodeBench.
| Benchmark | Claude 4 Haiku | Grok 3 | Leader |
|---|---|---|---|
| Overall Score | 55 | 70 | Grok 3 leads by 15pts |
| SWE-bench Verified | 48 | 64 | Grok 3 leads by 16pts |
| LiveCodeBench | 58 | 72 | Grok 3 leads by 14pts |
| HumanEval | 78 | 88 | Grok 3 leads by 10pts |
| BigCodeBench | 40 | 56 | Grok 3 leads by 16pts |
Cost Comparison by Scenario
Estimated cost per project with 30% cache hit rate. Actual costs may vary based on usage patterns.
| Scenario | Claude 4 Haiku | Grok 3 | Savings |
|---|---|---|---|
| Small Script (1K lines) | $0.16 | $0.55 | Claude 4 Haiku saves $0.39 (70%) |
| Medium Feature (10K lines) | $1.24 | $4.05 | Claude 4 Haiku saves $2.81 (69%) |
| Large Project (50K lines) | $6.21 | $20.25 | Claude 4 Haiku saves $14.04 (69%) |
| Code Review (5K lines) | $0.32 | $0.90 | Claude 4 Haiku saves $0.58 (64%) |
Value Analysis (Price per Benchmark Score Point)
Lower is better — how much you pay for each point of benchmark performance.
| Model | Overall Score | Price per Score Point | Verdict |
|---|---|---|---|
| Claude 4 Haiku | 55 | $0.015/pt | Better value |
| Grok 3 | 70 | $0.043/pt | Higher cost per point |
Claude 4 Haiku delivers the best value at $0.015 per score point.
Strengths & Weaknesses
Claude 4 Haiku
- + Fast
- + Good value
- + Improved over 3.5 Haiku
- - Limited reasoning depth
Grok 3
- + Strong reasoning
- + X integration
- - Newer model
- - Limited ecosystem
Verdict
Claude 4 Haiku is cheaper at $0.800/M, but Grok 3 scores higher on benchmarks (70 vs 55).
Choose Claude 4 Haiku for cost-sensitive projects, Grok 3 when performance matters most.
Compare with Other Models
Claude Sonnet 4
AnthropicAnthropic's balanced model for coding and general tasks. Best price-performance ratio in the Claude family.
Claude Opus 4
AnthropicAnthropic's most powerful model. Best for complex reasoning and challenging coding tasks.
Claude 3.5 Sonnet
AnthropicPrevious generation Sonnet. Still excellent for coding tasks at the same price point.
Claude 3.5 Haiku
AnthropicFast, cost-effective model for high-volume tasks. Great for code review and simple queries.
Claude 3 Opus
AnthropicFirst generation Opus. Highest reasoning capability in the Claude 3 family.
Claude 3 Sonnet
AnthropicFirst generation Sonnet. Balanced performance for general tasks.