o3 Mini vs Arctic Large
Compare o3 Mini and Arctic Large: 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 | o3 Mini | Arctic Large |
|---|---|---|
| Category | Reasoning | Enterprise |
| Parameters | ~200B | 480B (17B active) |
| Context Window | 200K | 128K |
| Input Price | $0.04/1M tokens | $0.06/1M tokens |
| Output Price | $0.16/1M tokens | $0.10/1M tokens |
| Latency | ~1000ms | ~400ms |
Choose o3 Mini when:
- ✓ Structured analysis
- ✓ Quick reasoning
- ✓ Scoring tasks
Fast reasoning, Good logic chains, Cost-efficient
Choose Arctic Large when:
- ✓ Data analysis
- ✓ SQL generation
- ✓ Business intelligence
Strong SQL, Data analysis, Enterprise features
Verdict: o3 Mini vs Arctic Large
For cost efficiency, o3 Mini wins at $0.04/1M input tokens. For speed, o3 Mini is faster at ~1000ms. o3 Mini excels at Structured analysis while Arctic Large is better for Data analysis. Both are available on XALEN through a single API — try them in the Playground to see which fits your workload.
Detailed Analysis
Pricing Comparison
o3 Mini costs $0.04/1M input tokens and $0.16/1M output tokens. Arctic Large costs $0.06 input and $0.10 output. o3 Mini is 1.5x cheaper on input tokens. XALEN offers batch processing at 50% discount on both models.
Performance & Context
o3 Mini has a 200K context window with ~1000ms latency. Arctic Large offers 128K context at ~400ms. o3 Mini has the larger context window.
Best For
o3 Mini (Reasoning) is optimized for: Structured analysis, Quick reasoning, Scoring tasks. Arctic Large (Enterprise) works best for: Data analysis, SQL generation, Business intelligence.
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 o3 Mini
response_a = client.chat.completions.create(
model="o3-mini",
messages=[{"role": "user", "content": "Your question here"}]
)
# Use Arctic Large
response_b = client.chat.completions.create(
model="arctic-large",
messages=[{"role": "user", "content": "Your question here"}]
)Frequently Asked Questions
Which is better, o3 Mini or Arctic Large?
o3 Mini (Reasoning, ~200B) offers Fast reasoning. Arctic Large (Enterprise, 480B (17B active)) offers Strong SQL. Choose o3 Mini for Structured analysis or Arctic Large for Data analysis.
How much does o3 Mini cost vs Arctic Large?
o3 Mini: $0.04/1M input, $0.16/1M output. Arctic Large: $0.06/1M input, $0.10/1M 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 o3 Mini and Arctic Large 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.