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https://github.com/tamidnu/foresight

Real time intelligence for Hotels. In development. TAMID at Northeastern Tech Consulting track Fall 2025
https://github.com/tamidnu/foresight

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Real time intelligence for Hotels. In development. TAMID at Northeastern Tech Consulting track Fall 2025

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README

          

# Foresight AI: Revenue Optimization Intelligence for Boutique Hotels


# Team

Rishi Dilip (Product Manager)
Sally Piggot (Client)
Madhav Mair (Backend Developer)
Aditya Patwal (Backend Developer)
Brianna Quinn (Data Science/ML developer)
Bhuvan Hospet (Data Science/ML developer)
Anya Krishnamony (Frontend Developer)
Ioanna Damianov (Frontend Developer)
Naman Rusia (Technical Lead)
Adit Karode (Advisor)
Jeff Krapf (Advisor)

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## 🎯 This Semester’s Objectives

We’re aiming to deliver a solid foundation of Foresight this semester by completing **MVP 0** and beginning work on **MVP 1**. Here’s what we want to achieve by the end of the term:

- Enable Hotel Managers to **upload historical data** and generate trusted AI-driven pricing recommendations.
- Deliver a clean, intuitive user interface for viewing and exporting those recommendations.
- Validate recommendation quality via pilot testing with at least one hotel dataset.
- Lay the groundwork for PMS integration: test endpoints, data schemas, auth flow.
- Begin building dashboard/calendar UI and event/seasonality support.
- Establish reliable dev workflows: GitHub flow, CI/CD, formatting, documentation, testing.

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## 📂 Repo Structure & Key Docs

- **[BUSINESS_PRD.md](docs/BUSINESS_PRD.md)** — High-level product requirements (MVP 0 & MVP 1)
- **[TECH_GUIDE.md](docs/TECH_GUIDE.md)** — Engineering guide: code architecture, frontend, backend, data science practices, standards

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## 🚀 What’s Already in Place

| Component | Status |
| --------------------------------------------------- | ----------------------------------------- |
| Historical Data Upload + Validation | MVP 0 core |
| Baseline AI Model & Price Recommendations | MVP 0 core |
| Results Table & CSV Export | MVP 0 core |
| Login / Authentication | 🔧 Basic version in place |
| UI Skeleton (Pages for Dashboard / Recommendations) | 🔧 Initial wireframes, design in progress |

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## 🔭 Next Milestones

1. **Pilot Feedback** — get real feedback from the hotel whose historical data we have.
2. **Add Event & Seasonality Features** — let manager mark events; factor into pricing.
3. **Dashboard & Calendar Views** — visual tools to see upcoming periods, pricing suggestions, flagged dates.
4. **PMS Integration (Read-Only)** — ingest live reservation & availability data; sync status in UI.
5. **Code Quality & Dev Tools** — complete CI/CD setup, apply formatting and linting rules, expand tests.

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## 👥 Team & Collaboration

- Everything goes through GitHub: issues, branches, PRs.
- Use the **TamidNu / Foresight GitHub project board** to track features & bugs.
- Pair up for reviews & cross-feature help.
- If you’re new, pick up a **good-first-issue** to get familiar with the stack.

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