Claude Sonnet 4.6
VS
GPT-5.4
Claude Sonnet 4.6 vs GPT-5.4: which wins at real work?
22 task areas · same graded test runs · rank comparison only, so 0–100 and Elo collections never mix raw scores.
GPT-5.4 wins 13 of 22 task areas we tested; Claude Sonnet 4.6 takes 9. GPT-5.4 costs 1.0× less per token ($17.5 vs $18 per 1M).
GPT-5.4 costs 1.0× less per token ($17.5 vs $18 per 1M).
Task by task
| Task area | Claude Sonnet 4.6 | GPT-5.4 | Winner |
|---|---|---|---|
| Structured Output |
#105
/ 113
Usable
|
#9
/ 113
Excellent
|
GPT-5.4 |
| Training & Education |
#9
/ 110
Excellent
|
#69
/ 110
Strong
|
Claude Sonnet 4.6 |
| Customer Support |
#62
/ 113
Strong
|
#13
/ 113
Strong
|
GPT-5.4 |
| RAG, Safety & Grounding |
#73
/ 113
Excellent
|
#29
/ 113
Excellent
|
GPT-5.4 |
| Data & Analytics |
#6
/ 110
Excellent
|
#42
/ 110
Excellent
|
Claude Sonnet 4.6 |
| Product & Project Management |
#48
/ 110
Strong
|
#13
/ 110
Excellent
|
GPT-5.4 |
| AI Strategy |
#3
/ 126
Strong
|
#37
/ 126
Strong
|
Claude Sonnet 4.6 |
| Knowledge & Docs |
#35
/ 110
Strong
|
#1
/ 110
Excellent
|
GPT-5.4 |
| Presentations & Decks |
#35
/ 110
Excellent
|
#1
/ 110
Excellent
|
GPT-5.4 |
| Research & Competitive Analysis |
#35
/ 110
Strong
|
#1
/ 110
Excellent
|
GPT-5.4 |
| Sales |
#13
/ 110
Strong
|
#41
/ 110
Usable
|
Claude Sonnet 4.6 |
| Summarization & Meeting Notes |
#37
/ 110
Excellent
|
#11
/ 110
Excellent
|
GPT-5.4 |
| Content & Brand |
#31
/ 124
Strong
|
#7
/ 124
Strong
|
GPT-5.4 |
| Executive Assistant |
#1
/ 112
Strong
|
#25
/ 112
Strong
|
Claude Sonnet 4.6 |
| Coding |
#29
/ 115
Strong
|
#9
/ 115
Excellent
|
GPT-5.4 |
| Frontend & Landing Pages |
#23
/ 109
Needs editing
|
#5
/ 109
Usable
|
GPT-5.4 |
| Landing Pages |
#5
/ 72
Strong
|
#22
/ 72
Strong
|
Claude Sonnet 4.6 |
| Legal & HR |
#3
/ 110
Excellent
|
#20
/ 110
Excellent
|
Claude Sonnet 4.6 |
| Creative & Comedy | #19 / 110 | #6 / 110 | GPT-5.4 |
| Translation & Localization |
#13
/ 110
Excellent
|
#17
/ 110
Excellent
|
Claude Sonnet 4.6 |
| Investor & Pitch |
#4
/ 66
Strong
|
#7
/ 66
Strong
|
Claude Sonnet 4.6 |
| Chef / Home Cooking |
#20
/ 126
Usable
|
#19
/ 126
Strong
|
GPT-5.4 |
Rank = position among every model config we tested in that task area (lower is better). Sorted by biggest gap first.
Frequently asked
Is Claude Sonnet 4.6 better than GPT-5.4?
Across 22 task areas we benchmarked, GPT-5.4 ranks higher in 13 and Claude Sonnet 4.6 in 9.
Which is cheaper, Claude Sonnet 4.6 or GPT-5.4?
GPT-5.4 costs 1.0× less per token ($17.5 vs $18 per 1M).
What is Claude Sonnet 4.6 better at?
Claude Sonnet 4.6 out-ranks GPT-5.4 at Training & Education, Data & Analytics, AI Strategy.
What is GPT-5.4 better at?
GPT-5.4 out-ranks Claude Sonnet 4.6 at Structured Output, Customer Support, RAG, Safety & Grounding.
More comparisons
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Prompt × model results
12 test cases · 3 evals