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Head to head

DeepSeek V4 ProvsLlama 3.2 3B Instruct

For tasks, about a month.

Verdict · measured basis

Llama 3.2 3B Instruct costs $0.0001 per solved task against DeepSeek V4 Pro at $0.21▼ 1586x cheaper. Over 200 tasks that is $42 a month.

On output token price alone Llama 3.2 3B Instruct looks 12x cheaper. The ranking holds, but the margin changes.

Verified pricing, pass rate and cost per solved task for DeepSeek V4 Pro and Llama 3.2 3B Instruct
FigureDeepSeek V4 ProLlama 3.2 3B Instruct
Input $/Mtok$1.32$0.05
Output $/Mtok$3.96$0.33
Cached input $/Mtok$0.044$0.05
Pass rate43%33%
Cost per solved task$0.21measured$0.0001measured
Cost per month$42$0.03

Cost per month against tasks per month · drag the marker

Monthly cost against tasks per monthLog-log lines for Llama 3.2 3B Instruct (measured, $0.0001 per solved task), DeepSeek V4 Pro (measured, $0.21 per solved task) from 10 to 100,000 tasks a month. Marker at 200 tasks.101001k10k100k$0.001$0.01$0.1$1$10$100$1k$10kTASKS / MONTH (log) →200 tasksLlama 3.2 3B Instruct · MEASURED · $0.0001 per solved task$0.03DeepSeek V4 Pro · MEASURED · $0.21 per solved task$42— Llama 3.2 3B Instruct · MEASURED— DeepSeek V4 Pro · MEASURED

Solid measured · dashed modeled · dotted stale. The gap is the verdict.

Source: Artificial Analysis (artificialanalysis.ai) · verified 2026-08-21 · prices from each provider's pricing page; measured rows ignore the tier · Methodology · All models at these settings