Engineers selecting an embedding model for a domain-specific retrieval system need to benchmark multiple models (e.g., text-embedding-3-large, BGE-M3, E5-mistral) on their own data before committing to infrastructure. Off-the-shelf MTEB scores don't reflect domain-specific performance differences.