Last verified 2025-09-22 (left) · 2025-09-22 (right)
Claude Sonnet 4 vs GPT-4o (fine-tuned) — Pricing & Capability Comparison
Claude Sonnet 4 charges $3.00 per million input tokens and $15.00 per million output tokens. GPT-4o (fine-tuned) comes in at $3.75 / $15.00. Context windows span 200K vs 128K tokens respectively.
TL;DR — Quick Comparison
- ✓Claude Sonnet 4 is cheaper overall: $18.00 per 1M tokens (in+out) vs $18.75 for GPT-4o (fine-tuned) — saves $0.75 per 1M tokens
- ✓Input pricing: Claude Sonnet 4 $3.00/1M vs GPT-4o (fine-tuned) $3.75/1M
- ✓Output pricing: Claude Sonnet 4 $15.00/1M vs GPT-4o (fine-tuned) $15.00/1M
- ✓Context window: Claude Sonnet 4 offers more (200K vs 128K)
- ✓Use our calculator below to estimate costs for your specific usage pattern
Input price (per 1M)
Claude Sonnet 4
$3.00
GPT-4o (fine-tuned)
$3.75
Claude Sonnet 4 leads here
Output price (per 1M)
Claude Sonnet 4
$15.00
GPT-4o (fine-tuned)
$15.00
Claude Sonnet 4 leads here
Context window
Claude Sonnet 4
200,000 tokens
GPT-4o (fine-tuned)
128,000 tokens
Claude Sonnet 4 leads here
Cached input
Claude Sonnet 4
$0.300
GPT-4o (fine-tuned)
$1.875
Claude Sonnet 4 leads here
Cost comparison for 10K-token workloads
Side-by-side pricing for identical workloads (10,000 total tokens per request) across different distributions.
| Scenario | Claude Sonnet 4 | GPT-4o (fine-tuned) | Claude Sonnet 4 cached | GPT-4o (fine-tuned) cached |
|---|---|---|---|---|
Balanced conversation 50% input · 50% output | $0.0900 | $0.0938 | $0.0765 | $0.0844 |
Input-heavy workflow 80% input · 20% output | $0.0540 | $0.0600 | $0.0324 | $0.0450 |
Generation heavy 30% input · 70% output | $0.114 | $0.116 | $0.106 | $0.111 |
Cached system prompt 90% cached input · 10% fresh output | $0.0420 | $0.0487 | $0.0177 | $0.0319 |
Frequently asked questions
Which is cheaper: Claude Sonnet 4 or GPT-4o (fine-tuned)?
Claude Sonnet 4 is cheaper for input tokens at $3.00 per 1M tokens compared to $3.75. For output, Claude Sonnet 4 costs $15.00 per 1M tokens versus $15.00 for GPT-4o (fine-tuned).
What is the cost per 1M tokens for Claude Sonnet 4?
Claude Sonnet 4 pricing: $3.00 per 1M input tokens and $15.00 per 1M output tokens. Context window: 200,000 tokens.
What is the cost per 1M tokens for GPT-4o (fine-tuned)?
GPT-4o (fine-tuned) pricing: $3.75 per 1M input tokens and $15.00 per 1M output tokens. Context window: 128,000 tokens.
How much does it cost per 1K tokens?
Per 1K tokens: Claude Sonnet 4 costs $0.0030 input / $0.0150 output. GPT-4o (fine-tuned) costs $0.0037 input / $0.0150 output. This is useful for calculating small-scale usage costs.
Which model supports a larger context window?
Claude Sonnet 4 offers 200,000 tokens (200K) versus 128K for GPT-4o (fine-tuned).
What is the estimated monthly cost for typical usage?
For a typical workload of 10M input + 2M output tokens per month: Claude Sonnet 4 would cost approximately $60.00, while GPT-4o (fine-tuned) would cost $67.50. Claude Sonnet 4 is more economical for this usage pattern.
Do these models support prompt caching?
Claude Sonnet 4 supports prompt caching at $0.300 per 1M cached tokens, reducing costs for repeated context by up to 90%. GPT-4o (fine-tuned) supports caching at $1.875 per 1M tokens, saving up to 50%.
Which model is best for my use case?
Choose Claude Sonnet 4 for cost-sensitive applications with high input volume. Choose Claude Sonnet 4 if you need 200K context for long documents or conversations. Consider prompt caching if you have repeated context. Use our token calculator to model your specific usage pattern.