SmartSupply Agent
AI-powered procurement sandbox. An autonomous agent analyzes inventory, vendor metrics, and qualitative risk notes to intelligently route purchase pipelines — optimizing between internal stock, external sourcing, or risk-aware rejection while maintaining strict human-in-the-loop governance.
Live UI · procurement sandbox
Customer Message Classifier
An AI-powered customer message classifier that automatically detects intent (complaint, sales inquiry, shipping inquiry) and routes messages to the right department — with confidence scores and a friendly reply for each case.
- Zero-shot learning: works immediately without training data
- Channel-agnostic architecture: same AI core for web, WhatsApp, email, and SMS
- Currently implemented: web / API endpoint (WhatsApp handlers in repo)
- Real-time classification with confidence scores
Saves hours of manual dispatch work for customer support teams.
Live UI · sample classifications
Agnostic Search Gateway
A provider-agnostic semantic search layer for enterprise knowledge. Ingest structured records from any upstream system (Jira, SAP, ServiceNow, etc.), embed human-curated searchable text, and query by meaning — not keywords — with pgvector-backed cosine similarity in PostgreSQL.
- Separates curated searchable_text from raw source payloads in JSONB
- Hybrid storage: vectors in pgvector, payloads untouched per department schema
- Search at query time uses database math — no LLM calls on every lookup
Spike / POC sandbox for IT incidents and purchasing contracts — same embedding dimensions locally (LocalAI) and in production (OpenAI).
Live UI · semantic knowledge search
