
GIS and AI backed Monitoring and Evaluation.
Clean, validated, decision-ready data — with geospatial verification and AI-assisted quality control built in.

The Problem
What we solve.
Data Integrity
Raw field data is full of GPS spoofing, duplicate entries, outliers, and mismatched administrative units.
No Transparency
Manual processes leave no audit trail — and no way to prove data quality to clients or regulators.
Scaling Risk
Scale makes the problem worse: every additional agent multiplies the risk of errors, fraud, and inconsistency.

Key Features
How Wecollect solves verification & reporting
GIS Boundary Validation
Every submission validated against real African administrative boundaries — LGA, ward, state. Mismatches flagged instantly.
GPS Spoofing Detection
Detects simulated locations, VPN-masked coordinates, and teleported submissions. Real presence required.
Automated Anomaly Detection
AI-assisted scoring flags outlier responses, statistically improbable patterns, and data entry errors.
Duplicate Record Identification
Fuzzy matching and exact deduplication across agents, geographies, and time periods.
AI Output Ground-Truthing
Validate AI-generated predictions against physical field reality. The bridge between AI and ground truth.
Clean Data Delivery
Validated, annotated datasets ready for analysis — with a full QA report documenting every decision.




Client Proof
Deployed in the field.
Deployed at scale in challenging field conditions.
Wecollect's platform handled the full data validation workflow — from form design to validated data delivery. Real-time supervision, GIS validation, and automated QA throughout.

FAQ
Our Users already asked, and We answered
The Wecollect App helps you and your business collect data on different disciplines and query across Nigeria.
Firstly, install the Wecollect app on your android or iOS mobile phone. Create an account with just your full name and phone number.
Yes you can customize the questions on the platform to suit your project query.
Yes your data is secure on the platform.
Yes you can collaborate with others. All you have to do is share your organisation ID with your field agents who would be collecting your data.
