GTM Engineering: Clay + Pinecone for AI-powered Sales Outbound
Sep 17, 2025Aaron Kao
Summary
This post details the integration of Pinecone Assistant with Clay and a custom FastAPI service to automate personalized sales outreach. It describes the architecture involving a web crawler for company news, a case study retriever using Pinecone Assistant, and an LLM for email generation. The post includes code snippets for web crawling, content extraction and reranking using Pinecone's inference API, summarizing news, retrieving context from Pinecone Assistant, and generating email copy. It also covers deployment to Google Cloud Run and integration with Clay's HTTP API action.