RAG & Knowledge Basesfree

V3.1 CAD (BIM) Cost Estimation Pipeline With DDC CWICR ES Copy

by Artem BoikoUpdated Aug 2026

RequiresGoogle GeminiAnthropicOpenRouterOpenAI

1/5

FLOWS

STEPS · 80

Run manually by an operator

On manual run, extracts CAD/BIM data from spreadsheets, estimates costs across multiple LLMs, and stores embeddings in Qdrant.

Google Docs — OpenAI

On manual run, embeds documents into Qdrant, then generates content with Gemini and OpenAI and writes results to Google Docs.

On manual run, indexes documents into Pinecone, then a Gemini agent retrieves context and writes outputs to Google Docs, Sheets, and Drive.

On manual trigger, answers queries via a Gemini and OpenAI agent over a Pinecone vector store built from Google Docs, Sheets, and Drive.