DukaanFlow AI: A Local-First AI Order Desk for Tiffin Sellers

Описание и применение

DukaanFlow AI – локальная система обработки заказов для небольших тиффин‑сервисов, использующая локальный ИИ для интерпретации запросов клиентов и подтверждения важных изменений продавцом.

Задача

Small tiffin services and home‑food businesses receive customer requests via WhatsApp and phone calls; manual handling of daily changes can cause mistakes, especially when customers modify or cancel parts of a subscription.

Результат

The prototype demonstrates a local‑first AI order desk that reduces manual order‑management work for small food sellers, with a live demo and open‑source code available.

Рабочий процесс

• Receive customer request via WhatsApp or phone
• Parse request with local AI (Ollama + Qwen2.5 1.5B)
• Apply rule‑based fallback if AI confidence is low
• Generate proposed order action
• Present action to seller for confirmation
• Apply confirmed changes to order system

Доказательства

DukaanFlow AI explores how AI can help sellers interpret requests such as: "Please skip tomorrow's lunch."

Источник

The goal is to help turn natural-language messages into structured order actions while keeping the seller in control. Important changes should be reviewed before they are applied.

Источник

DukaanFlow AI explores a local-first AI architecture using: Ollama to run a language model locally, Qwen2.5 1.5B for local natural-language interpretation, Rule-based fallback handling, Seller confirmation before important order changes, GitHub Pages to deploy the public demo website.

Источник