AI-Powered CRM Intelligence for Agricultural Exports
Custom CRM integration with LLM, RAG, and CAG systems for a major Chinese agricultural exporter, featuring intelligent data querying, automated deal creation, and OCR-powered document verification.
20+Years of Trade Data Unified
300+Foreign Partners Managed
~90%Manual Data Entry Reduced
QwenVL 3Vision Model for OCR
Python · LangChain · QwenVL 3 · PostgreSQL · FastAPI · RAG · CAG · OCR · Claude · Redis
Deep Dive
The project was delivered in three stages over four months, building the data intelligence layer first, then implementing automation agents, and finally deploying the document verification system.
| Stage | Focus Area | Status | Key Deliverables |
|---|---|---|---|
| 1 | CRM Intelligence Layer | Completed | RAG and CAG integration with existing CRM, natural language querying interface, historical data indexing, multi-language support (Chinese, Russian, English) |
| 2 | Automation Agents | Completed | Deal creation agent, client onboarding agent, supplier management agent, task-specific tooling for each workflow |
| 3 | Document Verification | Completed | QwenVL 3 OCR pipeline, multi-document cross-referencing, inconsistency detection, export compliance checking |
