Compare / Claude Sonnet 4 vs GPT-5.4 Nano
Claude Sonnet 4 vs GPT-5.4 Nano
Which is cheaper, which is more capable, and which does better at each kind of work, from 18 results on 3 sources that measured both models.
Claude Sonnet 4 or GPT-5.4 Nano? The short answer
- GPT-5.4 Nano is cheaper: $0.46 against $6.00 per million tokens, 13 times less.
- GPT-5.4 Nano scores higher on the Artificial Analysis Intelligence Index: 20.7 against 18.9.
- On our business benchmarks, Claude Sonnet 4 ranks higher for writing and sticking to the facts.
- On our business benchmarks, GPT-5.4 Nano ranks higher for agents and tool use and reasoning and knowledge.
At a glance
| Claude Sonnet 4 | GPT-5.4 Nano | |
|---|---|---|
| Price per million tokens | $3.00 in · $15.00 out | $0.20 in · $1.25 out |
| Blended (3 in : 1 out) | $6.00 | $0.46 |
| Cheapest host, blended | $6.00 (Amazon Bedrock) | $0.23 (OpenAI) |
| Intelligence Index | 18.9 | 20.7 |
| Spring Prompt overall | – | – |
| Output speed, tokens a second | – | – |
| Context window | 200,000 tokens | 400,000 tokens |
| Weights | Closed | Closed |
| Developer based in | the US | the US |
Prices are the developer's list price where we have read it, otherwise the typical host on OpenRouter; see every model's price. Intelligence and speed from Artificial Analysis.
Which is better for what
Each model's rank among models available today, for each kind of work, from our own benchmarks and licensed sources. The better rank is in green.
| Use case | Claude Sonnet 4 | GPT-5.4 Nano |
|---|---|---|
| Agents and tool useMulti-step tasks with tools: support desks, coding agents, function calls | 79 of 161 | 59 of 161 |
| Reasoning and knowledgeHard questions across science, maths and general knowledge | 111 of 195 | 85 of 195 |
| WritingWhat people prefer in blind comparisons, and judged writing quality | 68 of 187 | 107 of 187 |
| Sticking to the factsSummarising without inventing things, and factual answers | 88 of 153 | 90 of 153 |
| Speed under pressureGood decisions against a real clock (fast chess) | not measured | 17 of 21 |
Every shared result
| Benchmark | Metric | Claude Sonnet 4 | GPT-5.4 Nano |
|---|---|---|---|
| Arena (formerly LMArena)reported | Business, management and financeArena rating | 1,387 | 1,405 |
| Arena (formerly LMArena)reported | Creative writingArena rating | 1,395 | 1,335 |
| Arena (formerly LMArena)reported | Expert promptsArena rating | 1,433 | 1,438 |
| Arena (formerly LMArena)reported | Instruction followingArena rating | 1,415 | 1,387 |
| Arena (formerly LMArena)reported | OverallArena rating | 1,402 | 1,401 |
| Arena (formerly LMArena)reported | Writing, literature and languageArena rating | 1,398 | 1,362 |
| Artificial Analysisreported | Artificial Analysis Coding Indexindex score | 37.6 | 56.1 |
| Artificial Analysisreported | Artificial Analysis Intelligence Indexindex score | 18.9 | 20.7 |
| Artificial Analysisreported | GPQA Diamond% of questions | 77.7% | 81.7% |
| Artificial Analysisreported | Humanity's Last Exam% of questions | 10.7% | 28.3% |
| Artificial Analysisreported | IFBench% of instructions | 54.7% | 75.9% |
| Artificial Analysisreported | Long-context reasoning (AA-LCR)% of questions | 70.3% | 76.7% |
| Artificial Analysisreported | Terminal-Bench 2.1% of tasks | 36.3% | 60.7% |
| Artificial Analysisreported | Terminal-Bench Hard% of tasks | 31.1% | 42.4% |
| Artificial Analysisreported | Τ-bench banking% of tasks | 16.7% | 27.4% |
| Artificial Analysisreported | Τ²-bench telecom% of tasks | 64.6% | 76.0% |
| Vectara Hallucination Leaderboardreported | Answer rate% of documents | 98.6% | 100.0% |
| Vectara Hallucination Leaderboardreported | Hallucination rate% of summaries | 10.3% | 3.1% |
Bold green marks the better value on that metric. Where a source reports ranges that overlap, the difference may not be meaningful; see the benchmark page for ranges.
Quick answers
Is Claude Sonnet 4 better than GPT-5.4 Nano?
It depends on the task. Among models available today, on our benchmarks and licensed sources, Claude Sonnet 4 ranks higher for writing and sticking to the facts; GPT-5.4 Nano ranks higher for agents and tool use and reasoning and knowledge.
Which is cheaper, Claude Sonnet 4 or GPT-5.4 Nano?
GPT-5.4 Nano costs $0.46 per million tokens (three input to one output), against $6.00 for Claude Sonnet 4.
Run Claude Sonnet 4 and GPT-5.4 Nano on your own prompt
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