API cost decision in 10 seconds

Anthropic Claude Sonnet Latest vs GPT-5.4 Image 2

Pick Anthropic Claude Sonnet Latest when budget and context both matter.

Pricing data updated:  Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Anthropic Claude Sonnet Latest when budget and context both matter.

On the standard 1M input plus 500K output workload, Anthropic Claude Sonnet Latest is estimated at $10.5 vs $15.5 for GPT-5.4 Image 2, saving $5 (32.3% lower).

Cost-first pickAnthropic Claude Sonnet Latest
Context-first pickAnthropic Claude Sonnet Latest
Sample savings$532.3%
10x traffic gap$50

Anthropic Claude Sonnet Latest is cheaper on the standard workload and also has the larger context window. At 10x that traffic, the same price gap is about $50. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Anthropic Claude Sonnet Latest stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickAnthropic Claude Sonnet LatestGPT-5.4 Image 2
Input-heavy / RAG5M input + 500K outputAnthropic Claude Sonnet Latest$22.5$47.5
Balanced workload1M input + 1M outputAnthropic Claude Sonnet Latest$18$23
Output-heavy chatbot1M input + 5M outputAnthropic Claude Sonnet Latest$78$83
Cheaper input Anthropic Claude Sonnet Latest $3 vs $8 / 1M

Anthropic Claude Sonnet Latest is $5 cheaper per 1M input tokens (62.5% lower; 2.67x difference).

Cheaper output Tie $15 vs $15 / 1M

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

Larger context Anthropic Claude Sonnet Latest 1M vs 272K

Anthropic Claude Sonnet Latest has 728K more context (3.68x larger).

Sample workload Anthropic Claude Sonnet Latest $10.5 vs $15.5

Anthropic Claude Sonnet Latest is $5 cheaper on the standard workload (32.3% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Anthropic Claude Sonnet Latest Calculating… Estimated API cost
GPT-5.4 Image 2 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

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

For a 1M input token plus 500K output token workload, the estimated API cost is $10.5 for Anthropic Claude Sonnet Latest and $15.5 for GPT-5.4 Image 2.

Best Fit

Choose Anthropic Claude Sonnet Latest when you care most about lower input-token price, and larger context window.

Choose GPT-5.4 Image 2 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, Anthropic Claude Sonnet Latest is estimated at $10.5 vs $15.5 for GPT-5.4 Image 2, saving $5 (32.3% lower).
  • Anthropic Claude Sonnet Latest is $5 cheaper on the standard workload (32.3% lower).
  • Anthropic Claude Sonnet Latest is $5 cheaper per 1M input tokens (62.5% lower; 2.67x difference).
  • Both models report the same output price at $15 per 1M tokens.
  • Anthropic Claude Sonnet Latest has 728K more context (3.68x larger).
Head-to-Head Specs
FeatureAnthropic Claude Sonnet Latest
(Anthropic)
GPT-5.4 Image 2
(OpenAI)
Input Price
prompt tokens per 1M
$3$8
Completion Price
per 1M tokens
$15$15
Sample Workload Cost
1M input + 500K output
$10.5$15.5
Context Window1M272K
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionAnthropic Claude Sonnet LatestOn the standard 1M input plus 500K output workload, Anthropic Claude Sonnet Latest is estimated at $10.5 vs $15.5 for GPT-5.4 Image 2, saving $5 (32.3% lower).
High-volume input processingAnthropic Claude Sonnet LatestLower 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 workAnthropic Claude Sonnet LatestA larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • Claude 3 Haiku can replace Anthropic Claude Sonnet Latest when lower sample workload cost matters most: $0.88.
  • Claude 3.5 Haiku can replace Anthropic Claude Sonnet Latest when lower sample workload cost matters most: $2.8.
  • Anthropic Claude Haiku Latest can replace Anthropic Claude Sonnet Latest when lower sample workload cost matters most: $3.5.
  • Claude Haiku 4.5 can replace Anthropic Claude Sonnet Latest when lower sample workload cost matters most: $3.5.
Larger context near this budget
  • Llama 4 Scout offers 10M context with $0.23 sample workload cost.
  • Grok 4.20 Multi-Agent offers 2M context with $5 sample workload cost.
  • Grok 4.20 offers 2M context with $2.5 sample workload cost.
  • GPT-5.4 offers 1.05M context with $10 sample workload cost.
Popular competitors
  • No popular competitor is currently available.

Cheaper alternatives

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Larger context alternatives

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Provider catalogs

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Anthropic catalog

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OpenAI catalog

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Anthropic Claude Sonnet Latest

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GPT-5.4 Image 2

[GPT-5.4](https://openrouter.ai/openai/gpt-5.4) Image 2 combines OpenAI's GPT-5.4 model with state-of-the-art image generation capabilities from GPT Image 2. It enables rich multimodal workflows, allowing users to seamlessly move between reasoning, coding, and...