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▸ PREDICTIVE RISK DASHBOARD

🎯 Know the loss before it happens.

Six AI models continuously score your farm against six risks — crop failure, rain damage, market crash, storage spoilage, pest outbreak, water shortage. Each ring shows current risk + preventive actions in Telugu.

⚖️ Risk rings · your farm · 22 May 2026

Ramesh Reddy · 2.5 ac · Madikonda · Warangal · paddy + turmeric

78%

🌧️ Rain damage

URGENT

Hailstorm Thu 14:00. Your 12 q paddy on bund. Move to drying marketplace within 4 hours.

40%

💧 Water shortage

Watch

Groundwater dropped 8 m last 90 days. Switch to AWD irrigation now to save 22% water.

31%

📉 Market crash

Watch

Mandi arrivals up 38% this week. Sell within 14 days or expect ₹120/q drop.

12%

🌾 Crop failure

Low

NDVI healthy (0.78). Yield projection 11% above 5-year mean. Stay course.

16%

🏬 Storage spoilage

Low

Moisture 12.4%. RH 62%. AI spoilage score 0.08. Safe for 9 months.

37%

🐛 Pest outbreak

Watch

Brown plant-hopper rising in adjacent villages. Apply preventive spray within 5 days.

⚡ Preventive actions in order of priority

🌧️
Move paddy to covered drying
Hailstorm 14:00 · 12 q exposed · 4 hours window
Save ₹38,400
Book drying →
💧
Switch to AWD irrigation today
Alternate Wetting & Drying — saves 22% water, no yield loss
Save 1.8 lakh L
AWD guide →
📉
List 8 q paddy on auction this week
Best buyer Kohinoor at ₹2,290/q · close within 14 days
Lock ₹18,320
Open auction →
🐛
Preventive Imidacloprid spray
0.5 ml/L · drone spray ₹450/ac · 3 days from now
Avert 15% damage
Services

🧠 The risk stack

Six models run in parallel: Random Forest for crop failure (weather × variety × soil), Logistic + GraphCast for rain damage, XGBoost on mandi arrivals for market crash, LSTM on IoT moisture for storage spoilage, EfficientNet-V2 on phone photo + neighbour cluster for pest outbreak, and a Random Forest on CGWB aquifer + rainfall + draft for water shortage. Each model retrains weekly on accruing data.