Pick a winner in each dimension — change your vote anytime.
Pricing and capabilities synced from the OpenRouter catalogue. Scores are editorial (0–10).
Choose Claude Opus 4.8 if you want hard, high-stakes coding and reasoning where quality matters more than cost. Choose GPT-5.4 Mini if you want high-volume, low-complexity agent steps on a budget.
In our editorial scoring, Claude Opus 4.8 leads in 3 of five dimensions (output quality, agentic ability and reliability), while GPT-5.4 Mini leads in 2. On price, Claude Opus 4.8 runs about $11 per 1M tokens (blended) and is proprietary; GPT-5.4 Mini is about $1.88 and proprietary.
The model picks the moves; the agent runs the loop, the tools, and the guardrails. Once you've chosen a model, see which agent gets the most out of it.