Head to head
QW vs TH For light moderate heavy
Verdict · measured basis
Qwen3 VL 32B Instruct costs $0.0001 per solved task against
UnslopNemo 12B at $0.0003 — ▼ 3.0x cheaper .
Over 200 tasks that is $0.04 a month.
On output token price alone UnslopNemo 12B looks 1.0x cheaper. The ranking reverses once you divide by pass rate — the cheaper tokens do not win the task.
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Verified pricing, pass rate and cost per solved task for Qwen3 VL 32B Instruct and UnslopNemo 12B Figure Qwen3 VL 32B Instruct UnslopNemo 12B Input $/Mtok $0.104 $0.4 Output $/Mtok $0.416 $0.4 Cached input $/Mtok $0.104 $0.4 Pass rate 67% 33% Cost per solved task $0.0001 measured $0.0003 measured Cost per month $0.02 $0.06
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), UnslopNemo 12B (measured, $0.0003 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 TASKS / MONTH (log) → 200 tasks Qwen3 VL 32B Instruct · MEASURED · $0.0001 per solved task $0.02 Qwen3 VL 32B Instruct MEASURED UnslopNemo 12B · MEASURED · $0.0003 per solved task $0.06 UnslopNemo 12B MEASURED Monthly cost against tasks per month Log-log lines for Qwen3 VL 32B Instruct (measured, $0.0001 per solved task), UnslopNemo 12B (measured, $0.0003 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 TASKS / MONTH (log) → 200 tasks Qwen3 VL 32B Instruct · MEASURED · $0.0001 per solved task $0.02 UnslopNemo 12B · MEASURED · $0.0003 per solved task $0.06 — Qwen3 VL 32B Instruct · MEASURED — UnslopNemo 12B · MEASURED Solid measured · dashed modeled · dotted stale. The gap is the verdict.
Solvency Bench (solvency.dev) — first-party measurement · verified 2026-08-26 · prices from each provider's pricing page; measured rows ignore the tier · Methodology · All models at these settings