You’ve registered for the Incedo AI Challenge 2026. You’re excited. But now comes the tricky part—what do you actually build?

Picking the right problem is half the battle won. Too complex, and you’ll run out of time. Too simple, and you won’t stand out.

Here are 5 original project ideas—each designed to balance creativity, feasibility, and real‑world impact. No generic spam. Just ideas that actually fit the challenge.

DeciWise: AI-Powered Business Decision Simulator

Businesses make decisions like:

• Increasing price
• Reducing cost
• Launching new product

But they don’t know the future impact.

👉 Wrong decisions = revenue loss, churn, risk.

🧠 DeciWise

AI-Powered Business Decision Simulator

📌 Problem Statement

Business leaders often make high-stakes decisions — pricing changes, inventory shifts, marketing budgets — based on gut feeling or static spreadsheets. They lack a safe, data‑driven way to simulate “what‑if” scenarios before committing real resources. The result? Wasted budgets, missed opportunities, and avoidable risks.

DeciWise solves this by letting decision‑makers test strategies in a risk‑free AI environment, predicting outcomes with machine learning and clear visual feedback.

🏗️ Architecture Diagram

End‑to‑end flow: from user input to AI‑powered business insights

⚙️ Tech Stack

Python scikit-learn XGBoost Pandas / NumPy Flask / FastAPI React / Streamlit Plotly / Chart.js PostgreSQL (optional)

🔄 Workflow

1

Define business variables (price, ad spend, inventory)

2

ML model predicts baseline outcome

3

User tweaks variables → instant re‑simulation

4

Compare scenarios side‑by‑side

5

Export insights & recommendations

🖥️ UI Screenshots

📊 Dashboard View

Main dashboard showing key metrics and simulation controls

🎛️ Scenario Simulator

Interactive sliders for adjusting business variables in real time

📈 Comparison & Export

Side‑by‑side scenario comparison with export options

✨ Unique Features

🔮 What‑If Playground

Slide any business lever and see outcomes change in real time — no coding needed.

📊 Scenario Comparison

Save multiple strategies and compare ROI, risk, and efficiency side‑by‑side.

🧠 Explainable AI

Each prediction comes with SHAP explanations — so you know why a decision makes sense.

📎 One‑Click Export

Download reports (PDF/CSV) to share with stakeholders instantly.

🚀 Business Impact

✅ Reduce decision risk — test strategies before investing real budget
✅ Increase confidence — data‑backed predictions replace gut‑feeling calls
✅ Faster alignment — teams visualize outcomes, agree faster
✅ Scalable — works for pricing, inventory, marketing, or supply chain use cases

“DeciWise turns guesswork into guided, AI‑powered strategy.”

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