app.py

import gradio as gr
from model import score_opportunity
from datetime import datetime

def predict_deal(amount, close_date, stage, industry, lead_score, emails_last_7_days, meetings_last_30_days):
    try:
        input_data = {
            "amount": amount,
            "close_date": close_date,
            "stage": stage,
            "industry": industry,
            "lead_score": lead_score,
            "emails_last_7_days": emails_last_7_days,
            "meetings_last_30_days": meetings_last_30_days
        }

        result = score_opportunity(input_data)

        score = result["score"]
        confidence = result["confidence"]

        if score >= 80 and confidence >= 0.85:
            recommendation = "✅ Great potential. Proceed confidently with the deal."
            risk = "Low"
        elif 60 <= score < 80:
            if confidence >= 0.75:
                recommendation = "🟡 Moderate chance. Strengthen customer engagement."
                risk = "Medium"
            else:
                recommendation = "🤔 50/50. Customer interest is unclear. Clarify further."
                risk = "Medium"
        elif score < 60 and (emails_last_7_days + meetings_last_30_days) >= 5:
            recommendation = "🔍 Investigate – engagement high, but low interest shown."
            risk = "High"
        else:
            recommendation = "⚠️ Low potential. Reassess or de-prioritize."
            risk = "High"

        return score, confidence, risk, recommendation
    except Exception as e:
        return 0, 0.0, "Error", f"Error: {str(e)}"

demo = gr.Interface(
    fn=predict_deal,
    inputs=[
        gr.Number(label="💰 Deal Amount"),
        gr.Textbox(label="📅 Close Date (YYYY-MM-DD)"),
        gr.Dropdown(
            ["Prospecting", "Qualification", "Proposal/Price Quote", "Negotiation/Review", "Closed Won", "Closed Lost"],
            label="📊 Stage"
        ),
        gr.Textbox(label="🏭 Industry"),
        gr.Slider(0, 100, step=1, label="📈 Lead Score"),
        gr.Number(label="✉️ Emails in Last 7 Days"),
        gr.Number(label="📅 Meetings in Last 30 Days"),
    ],
    outputs=[
        gr.Number(label="✅ Score"),
        gr.Number(label="📊 Confidence"),
        gr.Textbox(label="⚠️ Risk"),
        gr.Textbox(label="🤖 Recommendation"),
    ],
    title="AI Deal Qualification Engine",
    description="Enter opportunity details to get deal score, confidence level, risk, and AI recommendation."
)

if __name__ == "__main__":
    demo.launch()