Senior AI development talent and rates in Real Estate
Senior AI development engineers serving real estate run roughly $140–$195/hr. Stack realities for this combination: RESO Web API + IDX vendors + DocuSign + Plaid earnest-money + CoreLogic property data — common integrations: MLS (RESO Web API), Zillow / Realtor.com data feeds, DocuSign / Dotloop e-signature. Property attributes + comparable sales + image embeddings; AVM bias-audit obligations
What AI development actually requires in 2026
2026 AI stacks: OpenAI + Anthropic + Google for LLM, Vercel AI SDK or LangChain for orchestration, pgvector + Pinecone + Weaviate for retrieval, Hugging Face for fine-tuning, vLLM or SGLang for self-hosted inference, and Langfuse/Helicone/Arize for observability. A real AI engineer reads papers, evaluates models with real benchmarks (not vibes), and reasons about cost-per-request vs accuracy. The 2026 hiring market is full of "prompt engineers" who can't debug a vector-DB miss; the senior tier (~$180K–$320K total comp) gets the actual production work done.