Head to head
AN vs BY For light moderate heavy
Verdict · measured basis
Seed 1.6 Flash costs $0.0013 per solved task against
Ling 3.0 Flash at $0.0054 — ▼ 4.1x cheaper .
Over 200 tasks that is $0.82 a month.
On output token price alone Ling 3.0 Flash looks 1.4x cheaper. The ranking reverses once you divide by pass rate — the cheaper tokens do not win the task.
Copy link Save scenario Export compare table Planned
Verified pricing, pass rate and cost per solved task for Ling 3.0 Flash and Seed 1.6 Flash Figure Ling 3.0 Flash Seed 1.6 Flash Input $/Mtok $0.075 $0.075 Output $/Mtok $0.22 $0.3 Cached input $/Mtok $0.015 $0.075 Pass rate 50% 75% Cost per solved task $0.0054 measured $0.0013 measured Cost per month $1 $0.26
Cost per month against tasks per month · drag the marker
Monthly cost against tasks per month Log-log lines for Seed 1.6 Flash (measured, $0.0013 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 1.6 Flash · MEASURED · $0.0013 per solved task $0.26 Seed 1.6 Flash 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 1.6 Flash (measured, $0.0013 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 1.6 Flash · MEASURED · $0.0013 per solved task $0.26 Ling 3.0 Flash · MEASURED · $0.0054 per solved task $1 — Seed 1.6 Flash · 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