API cost decision in 10 seconds

🔥GPT-5.4 vs Claude Sonnet 4

Pick GPT-5.4 when budget and context both matter.

Page updated:  Data confirmed:  Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick GPT-5.4 when budget and context both matter.

On the standard 1M input plus 500K output workload, GPT-5.4 is estimated at $10 vs $10.5 for Claude Sonnet 4, saving $0.5 (4.8% lower).

Cost-first pickGPT-5.4
Context-first pickGPT-5.4
Sample savings$0.54.8%
10x traffic gap$5

GPT-5.4 is cheaper on the standard workload and also has the larger context window. At 10x that traffic, the same price gap is about $5. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

GPT-5.4 stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickGPT-5.4Claude Sonnet 4
Input-heavy / RAG5M input + 500K outputGPT-5.4$20$22.5
Balanced workload1M input + 1M outputGPT-5.4$17.5$18
Output-heavy chatbot1M input + 5M outputGPT-5.4$77.5$78
Cheaper input GPT-5.4 $2.5 vs $3 / 1M

GPT-5.4 is $0.5 cheaper per 1M input tokens (16.7% lower; 1.2x difference).

Cheaper output Tie $15 vs $15 / 1M

Both models report the same output price at $15 per 1M tokens.

Larger context GPT-5.4 1.05M vs 1M

GPT-5.4 has 50K more context (1.05x larger).

Sample workload GPT-5.4 $10 vs $10.5

GPT-5.4 is $0.5 cheaper on the standard workload (4.8% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
GPT-5.4 Calculating… Estimated API cost
Claude Sonnet 4 Calculating… Estimated API cost
Cheaper for this workload Calculating… Difference: calculating…

This estimate uses normalized public API pricing per 1M tokens. It is a planning aid, not a billing quote. Verify provider pricing, limits, and terms before production use.

Quick Decision

Verdict

GPT-5.4 has the lower input price; both models tie on output price; GPT-5.4 offers the larger context window. For the 1M input plus 500K output sample, GPT-5.4 is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $10 for GPT-5.4 and $10.5 for Claude Sonnet 4.

Best Fit

Choose GPT-5.4 when you care most about lower input-token price, and larger context window.

Choose Claude Sonnet 4 when its provider, model quality, latency, or availability is more important than the numeric price/context winner.

Decision Notes
  • On the standard 1M input plus 500K output workload, GPT-5.4 is estimated at $10 vs $10.5 for Claude Sonnet 4, saving $0.5 (4.8% lower).
  • GPT-5.4 is $0.5 cheaper on the standard workload (4.8% lower).
  • GPT-5.4 is $0.5 cheaper per 1M input tokens (16.7% lower; 1.2x difference).
  • Both models report the same output price at $15 per 1M tokens.
  • GPT-5.4 has 50K more context (1.05x larger).
Head-to-Head Specs
Feature🔥GPT-5.4
(OpenAI)
Claude Sonnet 4
(Anthropic)
Input Price
prompt tokens per 1M
$2.5$3
Completion Price
per 1M tokens
$15$15
Sample Workload Cost
1M input + 500K output
$10$10.5
Context Window1.05M1M
Release Date
Popularity#19#60

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionGPT-5.4On the standard 1M input plus 500K output workload, GPT-5.4 is estimated at $10 vs $10.5 for Claude Sonnet 4, saving $0.5 (4.8% lower).
High-volume input processingGPT-5.4Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsTieLower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workGPT-5.4A larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • gpt-oss-120b (free) can replace GPT-5.4 when lower sample workload cost matters most: $0.
  • gpt-oss-20b (free) can replace GPT-5.4 when lower sample workload cost matters most: $0.
  • gpt-oss-20b can replace GPT-5.4 when lower sample workload cost matters most: $0.1.
  • gpt-oss-120b can replace GPT-5.4 when lower sample workload cost matters most: $0.13.
Larger context near this budget

Cheaper alternatives

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Larger context alternatives

Find models with larger context windows for RAG, long documents, and codebase review.

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Provider catalogs

Compare models within provider hubs before choosing a final API vendor.

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OpenAI catalog

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Anthropic catalog

Check other Anthropic models with comparable pricing, context, or release timing.

Open Anthropic models
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Claude Sonnet 4

Claude Sonnet 4 significantly enhances the capabilities of its predecessor, Sonnet 3.7, excelling in both coding and reasoning tasks with improved precision and controllability. Achieving state-of-the-art performance on SWE-bench (72.7%),...