Retrieval Engineer.

Core skills include vector database operations (Pinecone, Weaviate, Qdrant), embedding model selection and fine-tuning, chunking strategy design, and hybrid search combining dense and sparse retrieval. Understanding of reranking models, query expansion, and evaluation metrics like NDCG and recall is essential. Python and strong software engineering fundamentals are prerequisites.

Retrieval engineering extends traditional search with semantic understanding through embeddings. You still need classical IR knowledge (BM25, TF-IDF, inverted indices), but layer on vector similarity, embedding model management, and LLM-powered query understanding. The evaluation loop is also different because relevance is more subjective and context-dependent.

Ask about equity structure, vesting schedule, annual bonus targets, 401(k) match, health insurance premiums, PTO policy, and remote flexibility. Equity at AI search and RAG platform companies adds $20,000 to $80,000 annually. In Portland's market, these extras can add $39,500 or more on top of the base salary.

Expertise in building production RAG systems, embedding models, and hybrid search architectures drives compensation. Engineers who can optimize retrieval quality, latency, and cost for large-scale document corpora earn premiums. Experience with vector databases, reranking models, and chunking strategies is in high demand. In Portland, these factors can push compensation from the 25th percentile of $120,000 to the 75th percentile of $196,000 or beyond.

Portland's tech scene is anchored by Intel's semiconductor campus and a strong cluster of sportswear and creative companies including Nike and Adidas. The city attracts professionals who value work life balance and sustainability. For Retrieval Engineers specifically, the median salary of $158,000 reflects that demand.

Remote work has compressed geographic salary premiums for Retrieval Engineers. Some Portland employers offer location adjusted pay, while others maintain local rates to attract in office talent. In Portland's moderate cost market, remote and local salaries are converging. The $120,000 to $196,000 range reflects both arrangements.

Portland's tech scene is anchored by Intel's semiconductor campus and a strong cluster of sportswear and creative companies including Nike and Adidas. The city attracts professionals who value work life balance and sustainability. For Retrieval Engineers specifically, expertise in building production rag systems, embedding models, and hybrid search architectures drives compensation, which signals sustained demand. The current compensation range of $120,000 to $196,000 reflects a market that is competing for talent.