About Al

Catalog analytics and architecture overview.

Category Distribution

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AI Commerce Agent

About Al

An AI-powered multimodal shopping assistant for an electronics commerce website, inspired by Amazon Rufus. A single unified agent handles general conversation, text-based product recommendations, and image-based product search — all within one endpoint.

💬

General Conversation Ask greetings, product questions, or anything about Al — intent routing directs it away from the search pipeline.

🔍

Text-Based Semantic Search MiniLM encodes your query into 384D vectors, retrieved via FAISS and precision re-ranked by a Cross-Encoder.

🖼️

Visual Product Search Upload a photo — OpenCLIP encodes it into 768D visual features and finds the closest products in the catalog.

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Hybrid Late Fusion (RRF) Combine image + text inputs. Both indexes are queried and fused via Reciprocal Rank Fusion for the best results.

✨

Explainable AI Badges Every product card displays a reasoning badge generated by the LLM — so you always know why it was recommended.

Llama 3.1 (Groq) OpenCLIP ViT-B-16 MiniLM-L6-v2 FAISS Dual-Index Cross-Encoder FastAPI Llama 3.2 Vision