GPT-4.1 Nano vs o3 Pro
Compare GPT-4.1 Nano and o3 Pro: 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 | GPT-4.1 Nano | o3 Pro |
|---|---|---|
| Category | Compact | Reasoning |
| Parameters | ~8B | ~1T |
| Context Window | 128K | 200K |
| Input Price | $0.008/1M tokens | $0.15/1M tokens |
| Output Price | $0.02/1M tokens | $0.60/1M tokens |
| Latency | ~80ms | ~5000ms |
Choose GPT-4.1 Nano when:
- ✓ Real-time chatbots
- ✓ Classification
- ✓ Intent detection
Ultra-low latency, Extremely low cost, 128K context
Choose o3 Pro when:
- ✓ Research-grade reasoning
- ✓ Mathematical proofs
- ✓ Hardest problems
Deepest reasoning, Best for hard problems, Highest accuracy
Verdict: GPT-4.1 Nano vs o3 Pro
For cost efficiency, GPT-4.1 Nano wins at $0.008/1M input tokens. For speed, o3 Pro is faster at ~5000ms. GPT-4.1 Nano excels at Real-time chatbots while o3 Pro is better for Research-grade reasoning. Both are available on XALEN through a single API — try them in the Playground to see which fits your workload.
Detailed Analysis
Pricing Comparison
GPT-4.1 Nano costs $0.008/1M input tokens and $0.02/1M output tokens. o3 Pro costs $0.15 input and $0.60 output. GPT-4.1 Nano is 18.8x cheaper on input tokens. XALEN offers batch processing at 50% discount on both models.
Performance & Context
GPT-4.1 Nano has a 128K context window with ~80ms latency. o3 Pro offers 200K context at ~5000ms. o3 Pro has the larger context window.
Best For
GPT-4.1 Nano (Compact) is optimized for: Real-time chatbots, Classification, Intent detection. o3 Pro (Reasoning) works best for: Research-grade reasoning, Mathematical proofs, Hardest problems.
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 GPT-4.1 Nano
response_a = client.chat.completions.create(
model="gpt-4-1-nano",
messages=[{"role": "user", "content": "Your question here"}]
)
# Use o3 Pro
response_b = client.chat.completions.create(
model="o3-pro",
messages=[{"role": "user", "content": "Your question here"}]
)Frequently Asked Questions
Which is better, GPT-4.1 Nano or o3 Pro?
GPT-4.1 Nano (Compact, ~8B) offers Ultra-low latency. o3 Pro (Reasoning, ~1T) offers Deepest reasoning. Choose GPT-4.1 Nano for Real-time chatbots or o3 Pro for Research-grade reasoning.
How much does GPT-4.1 Nano cost vs o3 Pro?
GPT-4.1 Nano: $0.008/1M input, $0.02/1M output. o3 Pro: $0.15/1M input, $0.60/1M 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 GPT-4.1 Nano and o3 Pro 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.