Head to head
vs QW 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 Qwen3 VL 32B Instruct Figure Gemini 3.1 Pro (preview) Qwen3 VL 32B Instruct Input $/Mtok $2 $0.104 Output $/Mtok $12 $0.416 Cached input $/Mtok $0.2 $0.104 Pass rate 46% 67% Cost per solved task $1.91 modelled $0.0001 measured Cost per month $382 $0.02
Cost per month against tasks per month · drag the marker
Monthly cost against tasks per month Log-log lines for Qwen3 VL 32B Instruct (measured, $0.0001 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 $0.001 $0.01 $0.1 $1 $10 $100 $1k $10k $100k TASKS / MONTH (log) → 200 tasks Qwen3 VL 32B Instruct · MEASURED · $0.0001 per solved task $0.02 Qwen3 VL 32B Instruct 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 Qwen3 VL 32B Instruct (measured, $0.0001 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 $0.001 $0.01 $0.1 $1 $10 $100 $1k $10k $100k TASKS / MONTH (log) → 200 tasks Qwen3 VL 32B Instruct · MEASURED · $0.0001 per solved task $0.02 Gemini 3.1 Pro (preview) · MODELED · $1.91 per solved task $382 — Qwen3 VL 32B Instruct · 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