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Head to head

Ling 3.0 FlashvsQwen3 30B A3B Instruct 2507

For tasks, about a month.

Verdict · measured basis

Qwen3 30B A3B Instruct 2507 costs $0.0000 per solved task against Ling 3.0 Flash at $0.0054 — ▼ 125x cheaper. Over 200 tasks that is $1 a month.

On output token price alone Qwen3 30B A3B Instruct 2507 looks 1.1x cheaper. The ranking holds, but the margin changes.

Verified pricing, pass rate and cost per solved task for Ling 3.0 Flash and Qwen3 30B A3B Instruct 2507
FigureLing 3.0 FlashQwen3 30B A3B Instruct 2507
Input $/Mtok$0.075$0.048
Output $/Mtok$0.22$0.193
Cached input $/Mtok$0.015$0.048
Pass rate50%69%
Cost per solved task$0.0054measured$0.0000measured
Cost per month$1$0.01

Cost per month against tasks per month · drag the marker

Monthly cost against tasks per monthLog-log lines for Qwen3 30B A3B Instruct 2507 (measured, $0.0000 per solved task), Ling 3.0 Flash (measured, $0.0054 per solved task) from 10 to 100,000 tasks a month. Marker at 200 tasks.101001k10k100k$0.001$0.01$0.1$1$10$100TASKS / MONTH (log) →200 tasksQwen3 30B A3B Instruct 2507 · MEASURED · $0.0000 per solved task$0.01Ling 3.0 Flash · MEASURED · $0.0054 per solved task$1— Qwen3 30B A3B Instruct 2507 · MEASURED— Ling 3.0 Flash · 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