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⚡ Quick Comparison Verdict

Text Embedding 3 (Large) is 44% cheaper than DeepSeek V3 on blended 3:1 token pricing. Text Embedding 3 (Large) costs $0.13/1M in and $0.00/1M out, while DeepSeek V3 costs $0.14/1M in and $0.28/1M out.

Head-to-Head Token Economics

Text Embedding 3 (Large) vs DeepSeek V3

Compare verified input/output token rates, prompt caching discounts, latency tiers, and context limits between OpenAI and DeepSeek.

Metric / Feature Text Embedding 3 (Large) (OpenAI) DeepSeek V3 (DeepSeek)
Input Price ($ / 1M Tokens) $0.13 $0.14
Output Price ($ / 1M Tokens) $0.00 $0.28
Prompt Caching Input Rate Not Available $0.014/1M
Blended 3:1 Rate (Production) $0.098 / 1M $0.175 / 1M
Max Context Window 8k 131k
Multimodal Vision ❌ Text Only ❌ Text Only
MMLU Benchmark N/A 88.5%
Throughput & Latency Fast Fast (~60 t/s)
Best For Dense multilingual retrieval, legal/medical knowledge bases General LLM routing, high-scale automation, cost reduction vs OpenAI

When to Choose Text Embedding 3 (Large)

Choose Text Embedding 3 (Large) if your workload requires dense multilingual retrieval, legal/medical knowledge bases. Ideal for teams needing OpenAI's infrastructure and ecosystem tooling.

View Full Text Embedding 3 (Large) Specs →

When to Choose DeepSeek V3

Choose DeepSeek V3 if your primary objective is general llm routing, high-scale automation, cost reduction vs openai. Ideal for scaling high-throughput pipelines with DeepSeek.

View Full DeepSeek V3 Specs →

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