tokevenClaudevsGPT
Claude Opus 4.8 vs GPT 4o
Side-by-side comparison of pricing, task quality, and projected cost at higher scale.
Pricing
Side-by-side pricing
Claude Opus 4.8
FlagshipGPT 4o
Mid-tierInput $/MTok
$5.00
$2.50
Output $/MTok
$25.00
$10.00
Cache discount
90% off
50% off
Context
1,000K
128K
Quality
Task confidence comparison
Confidence score from zero to one hundred by task type, where higher is better.
Code Generation
95
vs
0
Code Review
94
vs
0
Summarization
88
vs
0
Q&A
85
vs
0
Extraction
82
vs
0
Reasoning
97
vs
0
Classification
80
vs
0
Creative Writing
93
vs
0
Claude Opus 4.8
GPT 4o
Guidance
When to use Claude Opus 4.8 vs GPT 4o
Choose Claude Opus 4.8 when...
- -You need a larger context window (1,000K vs 128K)
- Similar performance; consider provider preference or ecosystem fit.
Choose GPT 4o when...
- -Cost matters: 50% cheaper on input tokens
At scale
Cost at scale
Estimated cost assuming a seventy percent input and thirty percent output token split.
Claude Opus 4.8
GPT 4o
100K tokens
$1.10
$0.47Cheaper
1M tokens
$11.00
$4.75Cheaper
10M tokens
$110.00
$47.50Cheaper
FAQ
When should I use Claude Opus 4.8 instead of GPT 4o?
Claude Opus 4.8 and GPT 4o perform similarly across all tracked tasks. Pick based on pricing and provider preference.
Is GPT 4o cheaper than Claude Opus 4.8?
Yes. GPT 4o input costs $2.50/MTok vs $5.00/MTok for Claude Opus 4.8, saving 50% on input.
What are the context window sizes for Claude Opus 4.8 and GPT 4o?
Claude Opus 4.8 has a 1,000K token context window. GPT 4o has a 128K token context window.
Go deeper on either model
Per-call cost calculators, provider lineups, and price history for both models on this page.
Other comparisons
How Claude Opus 4.8 and GPT 4o stack up against the rest of the field.
Track your real costs
Comparisons show estimated costs at list price. The dashboard reveals your real spend and savings.