Claude Haiku 3.5 vs StarCoder2 15B
Compare Claude Haiku 3.5 and StarCoder2 15B: 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 Haiku 3.5 | StarCoder2 15B |
|---|---|---|
| Category | Compact | Code |
| Parameters | ~20B | 15B |
| Context Window | 200K | 16K |
| Input Price | $0.008/1M tokens | $0.02/1M tokens |
| Output Price | $0.04/1M tokens | $0.03/1M tokens |
| Latency | ~150ms | ~150ms |
Choose Claude Haiku 3.5 when:
- ✓ High-volume APIs
- ✓ Fast chatbots
- ✓ Content moderation
Very fast, Low cost, 200K context
Choose StarCoder2 15B when:
- ✓ Code completion
- ✓ Code generation
- ✓ Bug fixing
Strong coding, 600+ languages, Open weights
Verdict: Claude Haiku 3.5 vs StarCoder2 15B
For cost efficiency, Claude Haiku 3.5 wins at $0.008/1M input tokens. For speed, StarCoder2 15B is faster at ~150ms. Claude Haiku 3.5 excels at High-volume APIs while StarCoder2 15B is better for Code completion. 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 Haiku 3.5 costs $0.008/1M input tokens and $0.04/1M output tokens. StarCoder2 15B costs $0.02 input and $0.03 output. Claude Haiku 3.5 is 2.5x cheaper on input tokens. XALEN offers batch processing at 50% discount on both models.
Performance & Context
Claude Haiku 3.5 has a 200K context window with ~150ms latency. StarCoder2 15B offers 16K context at ~150ms. Claude Haiku 3.5 has the larger context window.
Best For
Claude Haiku 3.5 (Compact) is optimized for: High-volume APIs, Fast chatbots, Content moderation. StarCoder2 15B (Code) works best for: Code completion, Code generation, Bug fixing.
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 Haiku 3.5
response_a = client.chat.completions.create(
model="claude-haiku-3-5",
messages=[{"role": "user", "content": "Your question here"}]
)
# Use StarCoder2 15B
response_b = client.chat.completions.create(
model="starcoder2-15b",
messages=[{"role": "user", "content": "Your question here"}]
)Frequently Asked Questions
Which is better, Claude Haiku 3.5 or StarCoder2 15B?
Claude Haiku 3.5 (Compact, ~20B) offers Very fast. StarCoder2 15B (Code, 15B) offers Strong coding. Choose Claude Haiku 3.5 for High-volume APIs or StarCoder2 15B for Code completion.
How much does Claude Haiku 3.5 cost vs StarCoder2 15B?
Claude Haiku 3.5: $0.008/1M input, $0.04/1M output. StarCoder2 15B: $0.02/1M input, $0.03/1M 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 Haiku 3.5 and StarCoder2 15B 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.