Head to head
AN vs For light moderate heavy
Verdict · measured basis
DeepSeek V3.2 Exp costs $0.0001 per solved task against
Ling 3.0 Flash at $0.0054 — ▼ 54x cheaper .
Over 200 tasks that is $1 a month.
On output token price alone Ling 3.0 Flash looks 1.9x 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 DeepSeek V3.2 Exp Figure Ling 3.0 Flash DeepSeek V3.2 Exp Input $/Mtok $0.075 $0.27 Output $/Mtok $0.22 $0.41 Cached input $/Mtok $0.015 $0.27 Pass rate 50% 81% Cost per solved task $0.0054 measured $0.0001 measured Cost per month $1 $0.02
Cost per month against tasks per month · drag the marker
Monthly cost against tasks per month Log-log lines for DeepSeek V3.2 Exp (measured, $0.0001 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 $0.001 $0.01 $0.1 $1 $10 $100 TASKS / MONTH (log) → 200 tasks DeepSeek V3.2 Exp · MEASURED · $0.0001 per solved task $0.02 DeepSeek V3.2 Exp 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 DeepSeek V3.2 Exp (measured, $0.0001 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 $0.001 $0.01 $0.1 $1 $10 $100 TASKS / MONTH (log) → 200 tasks DeepSeek V3.2 Exp · MEASURED · $0.0001 per solved task $0.02 Ling 3.0 Flash · MEASURED · $0.0054 per solved task $1 — DeepSeek V3.2 Exp · 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