Senior RAG & knowledge systems talent and rates in Non-Profit
Senior RAG & knowledge systems engineers serving non-profit run roughly $150–$215/hr. Stack realities for this combination: Salesforce NPSP + Stripe + Classy + Mailchimp — common integrations: Salesforce NPSP, Blackbaud Raiser's Edge / Luminate, Bloomerang + DonorPerfect CRM. Donor-segmentation + major-gift propensity models
What RAG & knowledge systems actually requires in 2026
2026 RAG: pgvector + Postgres for sub-10M docs, Pinecone or Weaviate for >10M, Cohere/Voyage AI/OpenAI for embeddings, Cohere Rerank or BGE for re-ranking, LlamaIndex or LangChain for orchestration, RAGAS or TruLens for evals. Self-hosted: vLLM + LiteLLM proxy. A real RAG engineer can debug a "the model said X" failure to a chunk-retrieval miss vs an embedding-similarity error vs a prompt-template bug. They run evals before every change. RAG without evals is hope-driven engineering — and hope doesn't scale past beta users.