Claude Sonnet 4 vs Grok 3
Compare Claude Sonnet 4 and Grok 3: pricing, performance, context window, latency, and best use cases. Side-by-side comparison on XALEN.
Updated 2026-05-21 · By Abhishek Raj · Our methodology
| Feature | Claude Sonnet 4 | Grok 3 |
|---|---|---|
| Category | Frontier | Frontier |
| Parameters | ~500B | ~800B |
| Context Window | 200K | 128K |
| Input Price | $0.03/1M tokens | $0.10/1M tokens |
| Output Price | $0.15/1M tokens | $0.25/1M tokens |
| Latency | ~350ms | ~500ms |
Choose Claude Sonnet 4 when:
- ✓ General Q&A
- ✓ Content generation
- ✓ Temple chatbots
Excellent reasoning-per-dollar, 200K context, Strong multilingual
Choose Grok 3 when:
- ✓ Transit predictions
- ✓ Creative interpretations
- ✓ Research
Strong reasoning, Real-time knowledge, Creative output
Verdict: Claude Sonnet 4 vs Grok 3
For cost efficiency, Claude Sonnet 4 wins at $0.03/1M input tokens. For speed, Claude Sonnet 4 is faster at ~350ms. Claude Sonnet 4 excels at General Q&A while Grok 3 is better for Transit predictions. Both are available on XALEN through a single API — try them in the Playground to see which fits your workload.
Detailed Analysis
Pricing Comparison
Claude Sonnet 4 costs $0.03/1M input tokens and $0.15/1M output tokens. Grok 3 costs $0.10 input and $0.25 output. Claude Sonnet 4 is 3.3x cheaper on input tokens. XALEN offers batch processing at 50% discount on both models.
Performance & Context
Claude Sonnet 4 has a 200K context window with ~350ms latency. Grok 3 offers 128K context at ~500ms. Claude Sonnet 4 has the larger context window.
Best For
Claude Sonnet 4 (Frontier) is optimized for: General Q&A, Content generation, Temple chatbots. Grok 3 (Frontier) works best for: Transit predictions, Creative interpretations, Research.
Try Both on XALEN
Both models are available through XALEN's OpenAI-compatible API. Switch between them by changing the model parameter:
from xalen import XALEN
client = XALEN(api_key="xln_test_YOUR_KEY")
# Use Claude Sonnet 4
response_a = client.chat.completions.create(
model="claude-sonnet-4",
messages=[{"role": "user", "content": "Your question here"}]
)
# Use Grok 3
response_b = client.chat.completions.create(
model="grok-3",
messages=[{"role": "user", "content": "Your question here"}]
)Frequently Asked Questions
Which is better, Claude Sonnet 4 or Grok 3?
Claude Sonnet 4 (Frontier, ~500B) offers Excellent reasoning-per-dollar. Grok 3 (Frontier, ~800B) offers Strong reasoning. Choose Claude Sonnet 4 for General Q&A or Grok 3 for Transit predictions.
How much does Claude Sonnet 4 cost vs Grok 3?
Claude Sonnet 4: $0.03/1M input, $0.15/1M output. Grok 3: $0.10/1M input, $0.25/1M output. Both available on XALEN with batch processing at 50% discount.
Can I use both models on XALEN?
Yes. XALEN provides 200+ models through a single OpenAI-compatible API. Switch between Claude Sonnet 4 and Grok 3 by changing the model parameter. No code changes needed.
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Last updated: 2026-05-21. Pricing and specifications may change. Check pricing page for latest rates.