Model comparison

GPT-6 Astra vs DeepSeek V4.1 Flash

Compare GPT-6 Astra vs DeepSeek V4.1 Flash API pricing: input/output token costs, cache pricing, context windows, workload estimates, and routing fit.

GPT-6 Astra

openai · gpt-6-astra

Input
$10
Output
$50
Context
1.1M

DeepSeek V4.1 Flash

deepseek · deepseek-flash

Input
$0.3
Output
$1.2
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. GPT-6 Astra has the larger context window at 1.1M tokens.

Choose GPT-6 Astra if...

  • GPT-6 Astra is safer for long documents, repository analysis, and RAG prompts because it has the larger context window.

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.

Example workload cost

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

Workload GPT-6 Astra DeepSeek V4.1 Flash Cheaper
1M input + 200K output $20.00 $0.54 DeepSeek V4.1 Flash
10M input + 2M output $200.00 $5.40 DeepSeek V4.1 Flash
100M input + 20M output $2,000.00 $54.00 DeepSeek V4.1 Flash

Context, output, and capability fit

GPT-6 Astra provides the larger context window. Check max output separately when the task needs long reports, code generation, or full-document rewrites.

GPT-6 Astra max output
128K
DeepSeek V4.1 Flash max output
384K
GPT-6 Astra features
prompt caching, function calling, vision
DeepSeek V4.1 Flash features
prompt caching, function calling, vision

Risk notes for GPT-6 Astra

  • High output price: cap max tokens for verbose generation workloads.

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.

Routing tags

frontierpremiumreasoningcodingagentslong-contextmultimodalcache-friendlyragbudgethigh-volume

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