Baichuan 4 vs o3 Pro

Compare Baichuan 4 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

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Feature Baichuan 4 o3 Pro
CategoryOpen SourceReasoning
Parameters~130B~1T
Context Window128K200K
Input Price$0.05/1M tokens$0.15/1M tokens
Output Price$0.09/1M tokens$0.60/1M tokens
Latency~350ms~5000ms

Choose Baichuan 4 when:

  • ✓ Chinese content
  • ✓ Cultural analysis
  • ✓ Bilingual apps
Key Strengths:

Strong Chinese, Cultural knowledge, Good reasoning

Choose o3 Pro when:

  • ✓ Research-grade reasoning
  • ✓ Mathematical proofs
  • ✓ Hardest problems
Key Strengths:

Deepest reasoning, Best for hard problems, Highest accuracy

Verdict: Baichuan 4 vs o3 Pro

For cost efficiency, Baichuan 4 wins at $0.05/1M input tokens. For speed, Baichuan 4 is faster at ~350ms. Baichuan 4 excels at Chinese content 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

Baichuan 4 costs $0.05/1M input tokens and $0.09/1M output tokens. o3 Pro costs $0.15 input and $0.60 output. Baichuan 4 is 3.0x cheaper on input tokens. XALEN offers batch processing at 50% discount on both models.

Performance & Context

Baichuan 4 has a 128K context window with ~350ms latency. o3 Pro offers 200K context at ~5000ms. o3 Pro has the larger context window.

Best For

Baichuan 4 (Open Source) is optimized for: Chinese content, Cultural analysis, Bilingual apps. 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 Baichuan 4
response_a = client.chat.completions.create(
    model="baichuan-4",
    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"}]
)

Start Building with XALEN

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Get API Key Try in Playground

Frequently Asked Questions

Which is better, Baichuan 4 or o3 Pro?

Baichuan 4 (Open Source, ~130B) offers Strong Chinese. o3 Pro (Reasoning, ~1T) offers Deepest reasoning. Choose Baichuan 4 for Chinese content or o3 Pro for Research-grade reasoning.

How much does Baichuan 4 cost vs o3 Pro?

Baichuan 4: $0.05/1M input, $0.09/1M 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 Baichuan 4 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.