GPT-4o vs o3 Pro

API pricing, context window and capabilities for GPT-4o and o3 Pro, side by side. Prices are the cheapest listed serving route per 1M tokens, from LiteLLM and OpenRouter.

Verdict

computed from the published numbers

GPT-4o wins on price. o3 Pro wins on intelligence and on context window. Benchmark data is unavailable for one or both models.

Price
GPT-4o
Terminal-Bench
Not called
Intelligence
o3 Pro
Context window
o3 Pro

Key takeaways

who wins on what, from the published numbers

GPT-4o wins

  • Cheaper input ($2.50 vs $20.00 /1M)
  • Cheaper output ($10.00 vs $80.00 /1M)
  • More serving providers (6 vs 2)
  • Supports audio
  • Supports prompt caching

o3 Pro wins

  • Larger context window (131K vs 200K)
  • Higher max output (16K vs 100K)
  • Has reasoning mode
  • Has web search
Cheaper overall
GPT-4o
$2.50 + $10.00 /1M
Larger context
o3 Pro
200K
More providers
GPT-4o
6 providers

Pricing & specs

cheapest listed route · per 1M tokens
On-demand listed rates, OpenRouter routed quotes and Vercel reseller quotes. Enterprise commitments can be materially lower. An OpenRouter routed quote is the price of whichever upstream provider OpenRouter prefers today, so it moves day to day.
GPT-4oo3 Pro
Input $/1M$2.50via OpenAI best$20.00OpenRouter routed quote
Output $/1M$10.00via OpenAI best$80.00OpenRouter routed quote
Context window131K 200K best
Max output16K 100K best
Serving providers6 best2
DateReleased May 13, 2024 Released Jun 10, 2025

Benchmarks

Benchmark scores, side by side
GPT-4oo3 Pro
Intelligence8.4 21.9 best
GPQA Diamond54% 85% best
Output speed150 t/s Not available
Latency (TTFT)0.79s Not available

Cost calculator

choose a serving route for each side
Input tokens / month
Output tokens / month
GPT-4o
via Gmi
$23
o3 Pro
via OpenRouter
$180

Capabilities

feature support, side by side
FeatureGPT-4oo3 Pro
Vision✓✓
Tool use✓✓
Reasoning—✓
Audio✓—
Prompt caching✓—
Structured output✓✓
Web search—✓

Related comparisons

Frequently asked questions

Which is cheaper, GPT-4o or o3 Pro?
GPT-4o is cheaper for input ($2.50 vs $20.00 per 1M tokens) from OpenAI. GPT-4o is cheaper for output ($10.00 vs $80.00 per 1M tokens) from OpenAI.
What is the context window difference between GPT-4o and o3 Pro?
GPT-4o has a 131K-token context window and o3 Pro has 200K tokens, so o3 Pro can take a larger prompt.
How do GPT-4o and o3 Pro compare on benchmarks?
On the tracked benchmarks, o3 Pro leads on intelligence.
Listed prices from LiteLLM, OpenRouter and Vercel · last checked Oct 14, 2026

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