Any crop. Any geography. Zero code changes.
The analytical engine is crop-agnostic. Only the seasonal calendar and agronomic alert library change between crops. If it grows under sunlight, Vigil Agro can monitor it.
Grapes
Critical stage: Berry initiation and bunch formation — heat stress reduces bunch weight and berry count.
- Heat wave (>38°C) — bunch drop risk
- Drought stress during berry fill
- Downy mildew pressure (monsoon)
- Powdery mildew (pre-harvest)
- Nitrogen deficiency via NDRE signal
Arabica Coffee
Critical stage: Flowering and bean fill — drought and leaf rust are primary yield killers.
- Coffee leaf rust (>24°C + >80% RH)
- Drought during bean fill
- Heat stress at flowering (>30°C)
- Berry borer temperature accumulation
- Canopy stress detection
Tea
Critical stage: Flush cycle density and drought — any water deficit reduces flush frequency.
- Drought stress monitoring
- Blister blight humidity alert
- Flush cycle prediction
- Fertiliser timing via NDRE
- Monsoon disease pressure
Avocado
Critical stage: Fruit set period — water stress reduces fruit count. Heat at flowering causes drop.
- Heat stress at flowering (>30°C)
- Irrigation deficit during oil accumulation
- Export quality zone mapping
- Disease pressure tracking
- Pre-harvest stress alert
Maize
Critical stage: Silking — the most critical 2-week window. Drought drops yield 30–50%.
- Drought at silking (critical window)
- Nitrogen deficiency via NDRE
- Fall armyworm temperature signal
- Waterlogging after rains
- Canopy closure tracking
Mixed Vegetables
Critical stage: Irrigation precision — overwatering and underwatering are equally damaging.
- Downy mildew (tomatoes, cucurbits)
- Daily ET₀ irrigation volume
- Harmattan drought stress (Ghana)
- Early blight pressure tracking
- Nutrient deficiency signals
Cotton
Critical stage: Boll formation — heat and drought reduce boll weight and fibre quality.
- Heat stress during boll formation
- Bollworm temperature accumulation
- Late-season stress mapping
- Defoliation timing signal
- Irrigation precision
Sugarcane
Critical stage: Grand growth phase — water stress during rapid elongation reduces cane yield.
- Drought stress in grand growth
- Optimal harvest window prediction
- Nutrient deficiency mapping
- Ratoon crop health tracking
- Disease pressure (smut, rust)
Soybean
Critical stage: Pod fill — any moisture deficit at this stage directly reduces grain count.
- Drought at pod fill
- Asian soybean rust humidity alert
- Canopy gap detection
- Harvest readiness signal
- Stand establishment tracking
Wheat
Critical stage: Grain fill — heat above 30°C for more than 5 days causes irreversible yield loss.
- Terminal heat stress (>30°C)
- Stripe rust humidity alert
- Nitrogen top-dress timing
- Drought at anthesis
- Senescence tracking
Citrus
Critical stage: Fruit sizing — water stress reduces juice content and export grade fraction.
- Heat stress at fruit set
- Phytophthora root rot conditions
- Irrigation deficit tracking
- Export quality mapping
- Canopy health monitoring
Any Other Crop
Critical stage: Any crop that grows under sunlight can be monitored via NDVI, EVI, and NDRE.
- Custom stress thresholds
- Custom seasonal calendar
- Custom agronomic action library
- Custom disease pressure model
- Custom financial impact model
Don't see your crop?
If it grows under sunlight, we can monitor it. Get in touch and we'll configure a custom agronomic model.