Farming and production.
WHERE IT IS USED
Crop monitoring from imagery Pest and disease identification Yield prediction Irrigation and input optimisation Livestock monitoring Weather-informed planning
FOR CROP MONITORING
Satellite and drone imagery analysed for crop health, identifying areas needing attention.
Genuinely valuable at scale.
FOR PEST AND DISEASE IDENTIFICATION
Photograph-based identification tools are useful and imperfect.
Accuracy depends heavily on whether the pest or disease is common in the training data.
FOR AFRICAN AND NIGERIAN AGRICULTURE SPECIFICALLY
Many tools are trained predominantly on crops and conditions elsewhere.
Identification of locally significant pests and diseases may be poor.
Verify against local extension advice.
WHAT TO NEVER DO ON A GENERATED IDENTIFICATION ALONE
Apply chemicals Destroy a crop Make a significant financial decision
Confirm with someone competent locally.
FOR SMALLHOLDERS
The practical gains are information access and advice, where connectivity permits.
WHAT MATTERS MORE
Soil testing, seed quality and local knowledge.
