Head-to-head

GPT-5.4 mini vs Claude Opus 4.8

How GPT-5.4 mini (OpenAI) and Claude Opus 4.8 (Anthropic) compare on price, context window and best-fit use case.

In short: GPT-5.4 mini is best for High-volume tasks like classification, extraction, and chat where cost and speed matter most, while Claude Opus 4.8 suits Complex coding agents, long-horizon tasks, and workloads needing top reliability and reasoning. On price it's $0.75 vs $5.00 per 1M input tokens; on context, ~400K tokens vs 1M tokens.

SpecGPT-5.4 miniClaude Opus 4.8
DeveloperOpenAIAnthropic
Context window~400K tokens1M tokens
Input price /1M$0.75$5.00
Output price /1M$4.50$25.00
Modalitiestext, imagetext, image
Best forHigh-volume tasks like classification, extraction, and chat where cost and speed matter most.Complex coding agents, long-horizon tasks, and workloads needing top reliability and reasoning.

GPT-5.4 mini

  • Very low cost
  • Fast latency
  • Good general capability for its size
  • Solid tool calling
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Claude Opus 4.8

  • Best-in-class coding and agentic tasks
  • Adaptive reasoning with effort controls
  • 1M context at flat rate
  • Strong instruction following and safety
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