Home  /  Comparisons  /  Llama 3.1 405B (Together AI) vs Text Embedding 3 (Small)
⚡ Quick Comparison Verdict

Text Embedding 3 (Small) is 100% cheaper than Llama 3.1 405B (Together AI) on blended 3:1 token pricing. Llama 3.1 405B (Together AI) costs $3.50/1M in and $3.50/1M out, while Text Embedding 3 (Small) costs $0.02/1M in and $0.00/1M out.

Head-to-Head Token Economics

Llama 3.1 405B (Together AI) vs Text Embedding 3 (Small)

Compare verified input/output token rates, prompt caching discounts, latency tiers, and context limits between Together AI (Meta) and OpenAI.

Metric / Feature Llama 3.1 405B (Together AI) (Together AI (Meta)) Text Embedding 3 (Small) (OpenAI)
Input Price ($ / 1M Tokens) $3.50 $0.02
Output Price ($ / 1M Tokens) $3.50 $0.00
Prompt Caching Input Rate Not Available Not Available
Blended 3:1 Rate (Production) $3.500 / 1M $0.015 / 1M
Max Context Window 128k 8k
Multimodal Vision ❌ Text Only ❌ Text Only
MMLU Benchmark 88.6% N/A
Throughput & Latency Standard (~30 t/s) Ultra-Fast
Best For Synthetic data generation, model distillation, enterprise on-premise benchmarking Vector search, semantic clustering, RAG index creation

When to Choose Llama 3.1 405B (Together AI)

Choose Llama 3.1 405B (Together AI) if your workload requires synthetic data generation, model distillation, enterprise on-premise benchmarking. Ideal for teams needing Together AI (Meta)'s infrastructure and ecosystem tooling.

View Full Llama 3.1 405B (Together AI) Specs →

When to Choose Text Embedding 3 (Small)

Choose Text Embedding 3 (Small) if your primary objective is vector search, semantic clustering, rag index creation. Ideal for scaling high-throughput pipelines with OpenAI.

View Full Text Embedding 3 (Small) Specs →

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