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Head to head

GPT-5.6 LunavsGLM-5.3

For tasks, about a month.

Verdict · measured basis

GLM-5.3 costs $0.10 per solved task against GPT-5.6 Luna at $2.65▼ 27x cheaper. Over 200 tasks that is $510 a month.

On output token price alone GPT-5.6 Luna looks 3.7x cheaper. The ranking reverses once you divide by pass rate — the cheaper tokens do not win the task.

Verified pricing, pass rate and cost per solved task for GPT-5.6 Luna and GLM-5.3
FigureGPT-5.6 LunaGLM-5.3
Input $/Mtok$0.2$1.4
Output $/Mtok$1.2$4.4
Cached input $/Mtok$0.02$0.26
Pass rate57%33%
Cost per solved task$2.65measured$0.10measured
Cost per month$530$20

Cost per month against tasks per month · drag the marker

Monthly cost against tasks per monthLog-log lines for GLM-5.3 (measured, $0.10 per solved task), GPT-5.6 Luna (measured, $2.65 per solved task) from 10 to 100,000 tasks a month. Marker at 200 tasks.101001k10k100k$1$10$100$1k$10k$100kTASKS / MONTH (log) →200 tasksGLM-5.3 · MEASURED · $0.10 per solved task$20GPT-5.6 Luna · MEASURED · $2.65 per solved task$530— GLM-5.3 · MEASURED— GPT-5.6 Luna · 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