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⚡ Quick Comparison Verdict

Text Embedding 3 (Small) is 100% cheaper than Grok 2 on blended 3:1 token pricing. Text Embedding 3 (Small) costs $0.02/1M in and $0.00/1M out, while Grok 2 costs $2.00/1M in and $10.00/1M out.

Head-to-Head Token Economics

Text Embedding 3 (Small) vs Grok 2

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

Metric / Feature Text Embedding 3 (Small) (OpenAI) Grok 2 (xAI)
Input Price ($ / 1M Tokens) $0.02 $2.00
Output Price ($ / 1M Tokens) $0.00 $10.00
Prompt Caching Input Rate Not Available Not Available
Blended 3:1 Rate (Production) $0.015 / 1M $4.000 / 1M
Max Context Window 8k 131k
Multimodal Vision ❌ Text Only ✅ Supported
MMLU Benchmark N/A 87.5%
Throughput & Latency Ultra-Fast Fast (~45 t/s)
Best For Vector search, semantic clustering, RAG index creation Real-time news synthesis, coding, uncensored creative reasoning

When to Choose Text Embedding 3 (Small)

Choose Text Embedding 3 (Small) if your workload requires vector search, semantic clustering, rag index creation. Ideal for teams needing OpenAI's infrastructure and ecosystem tooling.

View Full Text Embedding 3 (Small) Specs →

When to Choose Grok 2

Choose Grok 2 if your primary objective is real-time news synthesis, coding, uncensored creative reasoning. Ideal for scaling high-throughput pipelines with xAI.

View Full Grok 2 Specs →

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