Head to head
vs Claude Opus 4 is retired.
For light moderate heavy
No verdict
One cost is modelled and the other is stale . The two bases are never ranked against each other, so no verdict is given. Each figure is shown on its own basis below.
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Verified pricing, pass rate and cost per solved task for Gemini 3.1 Pro (preview) and Claude Opus 4 Figure Gemini 3.1 Pro (preview) Claude Opus 4 Input $/Mtok $2 $15 Output $/Mtok $12 $75 Cached input $/Mtok $0.2 $1.5 Pass rate 46% 72% Cost per solved task $1.91 modelled $8.33 stale Cost per month $382 $1.7k
Cost per month against tasks per month · drag the marker
Monthly cost against tasks per month Log-log lines for Gemini 3.1 Pro (preview) (modelled, $1.91 per solved task), Claude Opus 4 (stale, $8.33 per solved task) from 10 to 100,000 tasks a month. Marker at 200 tasks. 10 100 1k 10k 100k $100 $1k $10k $100k $1M TASKS / MONTH (log) → 200 tasks Gemini 3.1 Pro (preview) · MODELED · $1.91 per solved task $382 Gemini 3.1 Pro (prev… MODELED Claude Opus 4 · STALE · $8.33 per solved task $1.7k Claude Opus 4 STALE Monthly cost against tasks per month Log-log lines for Gemini 3.1 Pro (preview) (modelled, $1.91 per solved task), Claude Opus 4 (stale, $8.33 per solved task) from 10 to 100,000 tasks a month. Marker at 200 tasks. 10 100 1k 10k 100k $100 $1k $10k $100k $1M TASKS / MONTH (log) → 200 tasks Gemini 3.1 Pro (preview) · MODELED · $1.91 per solved task $382 Claude Opus 4 · STALE · $8.33 per solved task $1.7k — Gemini 3.1 Pro (preview) · MODELED — Claude Opus 4 · STALE Solid measured · dashed modeled · dotted stale. The gap is the verdict.
Source: Scale SEAL leaderboard, SWE-bench Pro · verified 2026-08-21 · prices from each provider's pricing page; measured rows ignore the tier · Methodology · All models at these settings