Head to head
vs MO For light moderate heavy
No verdict
One cost is modelled and the other is measured . The two bases are never ranked against each other, so no verdict is given. Each figure is shown on its own basis below.
Copy link Save scenario Export compare table Planned
Verified pricing, pass rate and cost per solved task for Gemini 3.1 Pro (preview) and Kimi K3 Figure Gemini 3.1 Pro (preview) Kimi K3 Input $/Mtok $2 $3 Output $/Mtok $12 $15 Cached input $/Mtok $0.2 $0.3 Pass rate 46% 43% Cost per solved task $1.91 modelled $0.16 measured Cost per month $382 $33
Cost per month against tasks per month · drag the marker
Monthly cost against tasks per month Log-log lines for Kimi K3 (measured, $0.16 per solved task), Gemini 3.1 Pro (preview) (modelled, $1.91 per solved task) from 10 to 100,000 tasks a month. Marker at 200 tasks. 10 100 1k 10k 100k $1 $10 $100 $1k $10k $100k TASKS / MONTH (log) → 200 tasks Kimi K3 · MEASURED · $0.16 per solved task $33 Kimi K3 MEASURED Gemini 3.1 Pro (preview) · MODELED · $1.91 per solved task $382 Gemini 3.1 Pro (prev… MODELED Monthly cost against tasks per month Log-log lines for Kimi K3 (measured, $0.16 per solved task), Gemini 3.1 Pro (preview) (modelled, $1.91 per solved task) from 10 to 100,000 tasks a month. Marker at 200 tasks. 10 100 1k 10k 100k $1 $10 $100 $1k $10k $100k TASKS / MONTH (log) → 200 tasks Kimi K3 · MEASURED · $0.16 per solved task $33 Gemini 3.1 Pro (preview) · MODELED · $1.91 per solved task $382 — Kimi K3 · MEASURED — Gemini 3.1 Pro (preview) · MODELED 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