Home  /  Comparisons  /  Text Embedding 3 (Large) vs GPT-4 Turbo
⚡ Quick Comparison Verdict

Text Embedding 3 (Large) is 99% cheaper than GPT-4 Turbo on blended 3:1 token pricing. Text Embedding 3 (Large) costs $0.13/1M in and $0.00/1M out, while GPT-4 Turbo costs $10.00/1M in and $30.00/1M out.

Head-to-Head Token Economics

Text Embedding 3 (Large) vs GPT-4 Turbo

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

Metric / Feature Text Embedding 3 (Large) (OpenAI) GPT-4 Turbo (OpenAI)
Input Price ($ / 1M Tokens) $0.13 $10.00
Output Price ($ / 1M Tokens) $0.00 $30.00
Prompt Caching Input Rate Not Available Not Available
Blended 3:1 Rate (Production) $0.098 / 1M $15.000 / 1M
Max Context Window 8k 128k
Multimodal Vision ❌ Text Only ✅ Supported
MMLU Benchmark N/A 86.4%
Throughput & Latency Fast Standard (~25 t/s)
Best For Dense multilingual retrieval, legal/medical knowledge bases Legacy enterprise pipelines, large document analysis

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 GPT-4 Turbo

Choose GPT-4 Turbo if your primary objective is legacy enterprise pipelines, large document analysis. Ideal for scaling high-throughput pipelines with OpenAI.

View Full GPT-4 Turbo Specs →

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