Claude Opus 4.6 vs GPT-5.4
Complete pricing and performance comparison between Anthropic's Claude Opus 4.6 and OpenAI's GPT-5.4.
Quick Verdict
Cheaper
GPT-5.4
2.0x cheaper input, 1.7x cheaper output
Larger Context
GPT-5.4
1.1M vs 200K
Higher Quality
GPT-5.4
Score: 57 vs 47
Faster
GPT-5.4
75 vs 56 tok/s
Pricing Comparison
| Spec | Claude Opus 4.6 | GPT-5.4 | Difference |
|---|---|---|---|
| Provider | Anthropic | OpenAI | |
| Input / 1M tokens | $5 | $2.5 | GPT-5.4 is 50% more expensive |
| Output / 1M tokens | $25 | $15 | GPT-5.4 is 40% more expensive |
| Context Window | 200K | 1.1M | 5x difference |
| Max Output | 32K | 128K | |
| Tokenizer | cl100k_base | o200k_base |
Performance Benchmarks
| Metric | Claude Opus 4.6 | GPT-5.4 | Winner |
|---|---|---|---|
| Quality Index | 47 | 57 | GPT-5.4 |
| Output Speed | 56 tok/s | 75 tok/s | GPT-5.4 |
| Time to First Token | 1.77s | 169.23s | Claude Opus 4.6 |
| Value (Quality/$) | 9.3 | 22.8 | Higher = better value |
Benchmark data from Artificial Analysis. Quality Index is a composite score across reasoning, coding, and knowledge tasks.
Cost at Scale
Estimated cost at different usage levels (3:1 input-to-output token ratio, typical for chat).
| Usage | Claude Opus 4.6 | GPT-5.4 | Savings |
|---|---|---|---|
Single request 1K in / 300 out | $0.013 | $0.0070 | GPT-5.4 saves $0.0055 |
10 requests 10K in / 3K out | $0.125 | $0.070 | GPT-5.4 saves $0.055 |
100 requests 100K in / 30K out | $1.25 | $0.700 | GPT-5.4 saves $0.550 |
1,000 requests 1M in / 300K out | $12.50 | $7.00 | GPT-5.4 saves $5.50 |
10,000 requests 10M in / 3M out | $125.00 | $70.00 | GPT-5.4 saves $55.00 |
1M requests/mo 1B in / 300M out | $12500.00 | $7000.00 | GPT-5.4 saves $5500.00 |
Pros & Cons
Claude Opus 4.6 Strengths
- +Lower latency (faster first token)
GPT-5.4 Strengths
- +Cheaper input tokens
- +Cheaper output tokens
- +Larger context window (1.1M vs 200K)
- +Higher max output tokens
- +Faster output (75 vs 56 tok/s)
- +Higher quality score (57 vs 47)
When to Use Each Model
Choose Claude Opus 4.6 for
- →Projects already integrated with Anthropic's ecosystem
Choose GPT-5.4 for
- →Budget-conscious projects where cost is the primary factor
- →Long documents, large codebases, or multi-turn conversations
- →Generating long-form content or detailed code
- →Tasks requiring maximum accuracy and reasoning
- →Real-time applications, chat, or autocomplete
Frequently Asked Questions
Which is cheaper, Claude Opus 4.6 or GPT-5.4?
For input tokens, GPT-5.4 is 2.0x cheaper at $2.5/1M tokens. For output tokens, GPT-5.4 is 1.7x cheaper at $15/1M tokens. At typical usage (1M input + 300K output), Claude Opus 4.6 costs $12.50 vs GPT-5.4 at $7.00.
What's the context window difference?
Claude Opus 4.6 supports 200K context (200,000 tokens), while GPT-5.4 supports 1.1M (1,050,000 tokens). GPT-5.4 can handle 5x more context in a single request.
Which model has better benchmarks?
Quality Index: Claude Opus 4.6 scores 47 vs GPT-5.4 at 57. Speed: Claude Opus 4.6 generates 56 tok/s vs GPT-5.4 at 75 tok/s. Time to first token: Claude Opus 4.6 at 1.77s vs GPT-5.4 at 169.23s.
When should I choose Claude Opus 4.6 over GPT-5.4?
Choose Claude Opus 4.6 when you need: Lower latency (faster first token). Choose GPT-5.4 when you need: Cheaper input tokens, Cheaper output tokens, Larger context window (1.1M vs 200K), Higher max output tokens, Faster output (75 vs 56 tok/s), Higher quality score (57 vs 47).
How much would 10,000 API requests cost?
At 1K input + 300 output tokens per request (typical chat): Claude Opus 4.6 = $125.00, GPT-5.4 = $70.00. At 10K input + 1K output per request (longer conversations): Claude Opus 4.6 = $750.00, GPT-5.4 = $400.00.