Directory · Model comparison
Claude Opus 4.8 vs GPT-4.1
Side-by-side API economics and benchmarks. Per-1M input and output rates, context window, and verified metrics.
Tale of the tape
Head-to-head specs pulled from each model profile.
| Metric | Claude Opus 4.8 | GPT-4.1 |
|---|---|---|
| Input cost / 1M | $5.00 | $2.00 |
| Output cost / 1M | $25.00 | $8.00 |
| Context window | 1,000,000 tokens | 1,047,576 tokens |
| MMLU score | — | — |
Cost verdict
Enter monthly input and output volumes to see total cost savings.
Claude Opus 4.8
- Input: 1M × $5.00 = $5.00
- Output: 1M × $25.00 = $25.00
- Total
- $30.00
GPT-4.1
- Input: 1M × $2.00 = $2.00
- Output: 1M × $8.00 = $8.00
- Total
- $10.00
Total cost savings
$20.00
GPT-4.1 saves $20.00 per month vs the other model at this volume.
Model routing savings
Uses this page's verified rates. Claude Opus 4.8 is the premium route (higher combined per-1M cost); GPT-4.1 handles routine traffic.
All premium
Claude Opus 4.8
$1,500.00
100% of input and output on the premium route
Routed stack
80% → GPT-4.1
20% → Claude Opus 4.8
$700.00
- Routine slice
- $400.00
- Premium slice
- $300.00
Monthly savings
$800.00
53.3% lower
Rates pulled from this page's model database entries (claude-opus-4-8, gpt-4-1) — same per-1M input/output figures as Tale of the tape. Production routing needs quality gates and monitoring.
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