Head to head
AN vs BY For light moderate heavy
Verdict · measured basis
Seed-2.0-Mini costs $0.0014 per solved task against
Ling 3.0 Flash at $0.0054 — ▼ 3.8x cheaper .
Over 200 tasks that is $0.80 a month.
On output token price alone Ling 3.0 Flash looks 1.8x 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 Ling 3.0 Flash and Seed-2.0-Mini Figure Ling 3.0 Flash Seed-2.0-Mini Input $/Mtok $0.075 $0.1 Output $/Mtok $0.22 $0.4 Cached input $/Mtok $0.015 $0.1 Pass rate 50% 94% Cost per solved task $0.0054 measured $0.0014 measured Cost per month $1 $0.28
Cost per month against tasks per month · drag the marker
Monthly cost against tasks per month Log-log lines for Seed-2.0-Mini (measured, $0.0014 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. 10 100 1k 10k 100k $0.01 $0.1 $1 $10 $100 TASKS / MONTH (log) → 200 tasks Seed-2.0-Mini · MEASURED · $0.0014 per solved task $0.28 Seed-2.0-Mini MEASURED Ling 3.0 Flash · MEASURED · $0.0054 per solved task $1 Ling 3.0 Flash MEASURED Monthly cost against tasks per month Log-log lines for Seed-2.0-Mini (measured, $0.0014 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. 10 100 1k 10k 100k $0.01 $0.1 $1 $10 $100 TASKS / MONTH (log) → 200 tasks Seed-2.0-Mini · MEASURED · $0.0014 per solved task $0.28 Ling 3.0 Flash · MEASURED · $0.0054 per solved task $1 — Seed-2.0-Mini · 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