The pipeline
A practical intelligence loop for imperfect real-world evidence.
Your teams capture photos and reports in the course of work. Primewy organises that evidence by tenant, farm, field, location, equipment, and activity.
Vision models interpret visible conditions, confidence scores keep uncertainty clear, and operational rules route the right action to the right team.
The result is a living record that gets more useful with every inspection — without asking your teams to learn a new way to work.
Business outcomes
From pixels to fewer blind spots.
Early crop & field detection
Crop stress, visible disease indicators, irrigation problems, damaged crops, missing plants, and pest damage.
Targeted operations
Work orders and operational tasks routed to the right Agri business, field, location, equipment, or team.
Loss & cost savings
Targeted interventions instead of blanket site-wide inspections and inefficient manual monitoring.
Model architecture
Purpose-built models for African agricultural conditions.
Generic computer vision models trained on global datasets perform poorly on the crop types, lighting conditions, soil colours, and image quality typical of African Agri business and agro NGO operations. Primewy models are trained and validated specifically for the environments they operate in.
Training data
Models are trained on annotated field imagery collected across Nigerian and West African Agri business environments — cassava, maize, rice, oil palm, cocoa, and mixed subsistence-commercial fields. Ground-truth labels are verified by agronomists, not crowdsourced annotators.
Confidence scoring
Every AI output carries a calibrated confidence score. Low-confidence findings are automatically escalated for human review rather than silently passed downstream — keeping your operational decisions on solid ground.
Continuous improvement
Each verified field observation from your teams feeds back into model training. The longer Primewy runs on your operations, the more accurately it reads your specific crop types and conditions.
Edge-optimised inference
Inference is optimised to run efficiently under low-bandwidth conditions. Field teams in areas with intermittent connectivity can capture and queue observations for processing without workflow interruption.
94%
AI detection accuracy across validated crop conditions
60+
Distinct field condition types classified by Primewy models
<5s
Median inference time per field image
3×
Faster issue identification versus manual inspection cycles
Security & compliance
Your operational data stays yours.
NDPR compliant by design
Data handling, storage, and processing comply with Nigeria's NDPR framework from the ground up — not retrofitted after the fact.
Role-based access controls
Granular permissions mean field teams, operations directors, and executives each see exactly what they need — and nothing they shouldn't.
End-to-end encryption
All data in transit and at rest is encrypted. API communications use industry-standard TLS. No plaintext operational data exists anywhere in the stack.
Immutable audit logs
Every action, inference, and status change is logged with a timestamp and user attribution. Logs cannot be edited or deleted — giving you a clean chain of evidence for audits and disputes.
Integration
Built to connect, not to replace.
Primewy is an intelligence layer, not a standalone system. It reads what your teams capture and feeds structured outputs into the tools your organisation already runs.
REST API
Standard REST endpoints for bi-directional data exchange with ERP, HR, and farm management systems.
Webhook events
Real-time event triggers push AI findings, work orders, and escalations to downstream systems the moment they occur.
CSV & Excel export
Structured operational data is always exportable in formats your finance and leadership teams can work with immediately.
Custom reporting connectors
Primewy data can be piped directly into PowerBI, Looker, or any BI tool your organisation uses for consolidated reporting.
WhatsApp & SMS alerts
Critical field escalations are pushed to the communication channels your field teams actually check — no app switch required.
ERP integration
Pre-built connectors for common agricultural and enterprise ERP systems reduce implementation time from weeks to days.