QAgroTrust
QAgroTrust™Knowledge Grid
Recommendation Engine · PAZ Decision Logic

From sensors to decisions in seconds.

The Knowledge Grid translates NPK, soil moisture, microclimate, and crop stage into actionable farm advice. Enter your farm's current readings and see the engine generate real-time recommendations for irrigation, nutrition, disease risk, and market readiness.

Farm Advisory Generator

Farm Advisory

Fill in your farm's current values and click "Generate Advisory" to see real-time recommendations.

PAZ Decision Logic — How Recommendations Are Generated

IF soil_moisture < 40% AND days_since_rain > 5:
→ ACTION: Irrigation scheduled within 24h. Volume: 40-50mm depending on crop stage and temperature.
IF nitrogen < crop_optimum AND growth_stage IN [V4, V6, V8]:
→ ACTION: Apply split-dose nitrogen in next 3–5 days. Avoids luxury uptake and lodging risk.
IF (n > 150 OR p > 60 OR k > 200) AND days_since_rain > 7:
→ ACTION: Hold nutrient input. Next rainfall will leach nutrients. Resume after rain settles.
IF moisture > 85% AND temperature BETWEEN 20–28°C AND growth_stage > V6:
→ ALERT: Elevated disease risk (powdery mildew, leaf spots). Monitor leaf symptoms. Consider fungicide if >10% leaf affected.
IF growth_stage IN [milk, dough] AND n < 100 AND soil_health > 7/10:
→ ACTION: Crop is in late stages; nutrient uptake declining. Prioritize harvest timing over late fertilizer.

Crop-Specific Recommendations

🌾 Millet (Ragi/Bajra)
• N: 110–130 kg/ha (drought-hardy; tolerates low N) • P: 35–45 kg/ha (early vigor critical) • K: 140–160 kg/ha (maintains stalk strength) • Disease: Monitor shoot fly in V2–V4; armyworm in V6+
🌾 Wheat
• N: 150–180 kg/ha (split across 2–3 doses) • P: 50–70 kg/ha (basal + boot stage) • K: 120–140 kg/ha (if deficiency symptoms show) • Disease: Monitor Septoria in boot stage; rust in flowering
🌾 Rice
• N: 130–160 kg/ha (split: basal, active tilling, panicle initiation) • P: 45–60 kg/ha (basal only; immobile nutrient) • K: 160–180 kg/ha (critical for lodging resistance) • Water: Maintain 5cm standing water V2–flowering
🌾 Cotton
• N: 180–220 kg/ha (high demand; split doses recommended) • P: 60–80 kg/ha (boll development critical) • K: 200–240 kg/ha (fiber strength & disease resistance) • Alert: Bt cotton still needs integrated pest management (IPM)

Data Source

This Knowledge Grid pulls from your farm dashboard (NPK readings, moisture, microclimate). The PAZ Decision Engine runs agronomic rules based on IIMR crop research, soil health science, and historical weather patterns. Recommendations are traceable — each advisory references the rule logic and crop-specific optimums that generated it.