[::] Agentic Stacks

Claude Opus 4.8 vs GPT-5.4

Pick two tools from the same category to compare side-by-side.

Claude Opus 4.8
Anthropic's Opus-tier model (May 2026) with improved coding, agentic, and honesty behavior over Opus 4.7.
GPT-5.4
OpenAI's more affordable frontier model for coding and professional work, sitting below GPT-5.5.
Category modelmodel
Vendor type commercialcommercial
Pricing usageusage
Strengths
  • + Vendor-reported gains on coding and agentic benchmarks (Terminal-Bench 2.1, 84% on Online-Mind2Web)
  • + Improved honesty; more likely to acknowledge missing information and flag flaws in its own code
  • + Standard pricing unchanged from Opus 4.7 ($5 input / $25 output per million tokens), with a cheaper fast mode than before
  • + Half the per-token price of GPT-5.5 while staying in the frontier coding/professional tier
  • + 1M-token context window with up to 128K output tokens
  • + mini variant targeted at subagent and computer-use workloads for high-volume agent fleets
Tradeoffs
  • − Superseded as Anthropic's top model by Claude Fable 5 (June 2026) for the most demanding long-horizon work
  • − API-only commercial model; no open weights
  • − OpenAI directs complex reasoning and coding to GPT-5.5 instead
  • − Older knowledge cutoff (Aug 31, 2025) than GPT-5.5
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