We Benchmarked 7 Embedding Models for Production RAG. The Results Surprised Us.

We benchmarked 7 embedding models on a production RAG dataset with 50K documents. OpenAI ada-002 wasn't the winner. BGE-large-en scored 4% higher on retrieval accuracy, runs self-hosted for free, and

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We Benchmarked 7 Embedding Models for Production RAG. The Results Surprised Us.

One work email sends the PDF link first. No call, name, or long message is required. Reply later only if you want Yash to map one owner and deadline.

1. PDF link firstGet the asset before any reply.
2. One work emailNo call or name required.
3. Optional owner mapReply later for owner/deadline help.

This is the measured start step. No name, no calendar booking, no commitment. One field, one owner. Optional replies get a one-business-day owner/deadline map from Yash.

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This records direct guide intent from the first screen. Use the email field when you want the optional reply path saved.

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The one-field path above sends the PDF link first and keeps the Yash-owned audit/demo route optional. If you only need the file now, open the PDF preview directly.

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Send the system and deadline. Yash owns the audit/demo handoff, maps the owner, and returns the first buyer-safe proof artifact.

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One work email sends the PDF first. Optional reply gets a one-business-day owner map.