Model comparison

DeepSeek V4.1 Flash vs GLM-5.3

Compare DeepSeek V4.1 Flash vs GLM-5.3 API pricing: input/output token costs, cache pricing, context windows, workload estimates, and routing fit.

DeepSeek V4.1 Flash

deepseek · deepseek-flash

Input
$0.3
Output
$1.2
Context
1M

GLM-5.3

cloudflare · glm-5.3

Input
$1.4
Output
$4.4
Context
1M

Quick take

DeepSeek V4.1 Flash has the lower input price at $0.3 per 1M input tokens. DeepSeek V4.1 Flash is cheaper for the example blended workload below. GLM-5.3 has the larger context window at 1M tokens.

Choose DeepSeek V4.1 Flash if...

  • DeepSeek V4.1 Flash is the better default for cost-sensitive traffic and repeated high-volume calls.
  • DeepSeek V4.1 Flash gives more room for long generated answers, reports, or code output.
  • DeepSeek V4.1 Flash is required if images, screenshots, or visual documents are part of the workflow.

Choose GLM-5.3 if...

  • GLM-5.3 is safer for long documents, repository analysis, and RAG prompts because it has the larger context window.

Example workload cost

Estimates use input tokens plus 20% output tokens. They exclude provider discounts, cache hits, and tool/search surcharges.

Workload DeepSeek V4.1 Flash GLM-5.3 Cheaper
1M input + 200K output $0.54 $2.28 DeepSeek V4.1 Flash
10M input + 2M output $5.40 $22.80 DeepSeek V4.1 Flash
100M input + 20M output $54.00 $228.00 DeepSeek V4.1 Flash

Context, output, and capability fit

GLM-5.3 provides the larger context window. Check max output separately when the task needs long reports, code generation, or full-document rewrites.

DeepSeek V4.1 Flash max output
384K
GLM-5.3 max output
n/a
DeepSeek V4.1 Flash features
prompt caching, function calling, vision
GLM-5.3 features
prompt caching, function calling

Risk notes for DeepSeek V4.1 Flash

  • No major capability risk is flagged in this snapshot, but provider pages should still be verified before production routing.

Risk notes for GLM-5.3

  • No major capability risk is flagged in this snapshot, but provider pages should still be verified before production routing.

Routing tags

budgethigh-volumecodingreasoninglong-contextcache-friendlymultimodalragfrontieragentsopen-weightlocal-open

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