DeepSeek-V3 vs GPT-4o: Detailed Comparison

Choosing between DeepSeek-V3 (DeepSeek) and GPT-4o (OpenAI) comes down to three things: per-token pricing, context window, and which capability matters most for your workload. DeepSeek-V3 costs $0.27/M input vs $2.50/M for GPT-4o; context windows are 128K vs 128K tokens. Detailed breakdown below.

Side-by-side specs

SpecDeepSeek-V3GPT-4o
ProviderDeepSeekOpenAI
Released2024-12-262024-05-13
Input price $0.27/M $2.50/M
Output price $1.10/M $10.00/M
Cached input $0.0700/M $1.2500/M
Context window 128K 128K
Max output 8K 16K
Modalities text text image audio
Tokenizer deepseek o200k_base

Capability matrix

CapabilityDeepSeek-V3GPT-4o
function calling Yes Yes
json mode Yes Yes
streaming Yes Yes
vision No Yes
audio No Yes

Benchmark comparison

Higher is better for all benchmarks shown.

BenchmarkCategoryDeepSeek-V3GPT-4oΔ
MMLU-Pro general 75.9
HumanEval coding 82.6 90.2 -7.6
MMLU general 88.7
MMMU multimodal 69.1

Per-call cost on typical workloads

Workload (in/out tokens)DeepSeek-V3GPT-4oCheaper by
Standard chat (1K / 500) $0.000820 $0.007500 DeepSeek-V3 by $0.006680
RAG (4K / 500) $0.001630 $0.015000 DeepSeek-V3 by $0.013370
Long doc (20K / 1K) $0.006500 $0.060000 DeepSeek-V3 by $0.053500
Very long context (100K / 2K) $0.028650 $0.265000 DeepSeek-V3 by $0.236350

When to choose DeepSeek-V3 over GPT-4o

  • Per-token input cost is 89% lower — meaningful for high-volume workloads.

When to choose GPT-4o over DeepSeek-V3

  • Supports vision — DeepSeek-V3 does not.
  • Supports audio — DeepSeek-V3 does not.

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