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

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

Head-to-Head Token Economics

GPT-4 Turbo vs Text Embedding 3 (Large)

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

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

When to Choose GPT-4 Turbo

Choose GPT-4 Turbo if your workload requires legacy enterprise pipelines, large document analysis. Ideal for teams needing OpenAI's infrastructure and ecosystem tooling.

View Full GPT-4 Turbo Specs →

When to Choose Text Embedding 3 (Large)

Choose Text Embedding 3 (Large) if your primary objective is dense multilingual retrieval, legal/medical knowledge bases. Ideal for scaling high-throughput pipelines with OpenAI.

View Full Text Embedding 3 (Large) Specs →

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