How we approach representative problems.

1 · Problem

Large volumes of aerial imagery are captured, but features remain locked inside pixels and cannot be queried or measured.

2 · Approach

1. Imagery preparation and georeferencing
2. AI-assisted feature extraction
3. Manual review and topology correction
4. Attribute structuring

3 · Potential deliverable

Validated vector layers (buildings, roads, vegetation, utilities) ready for GIS analysis.

1 · Problem

Engineering and planning drawings exist in CAD but cannot be integrated with spatial databases or maps.

2 · Approach

1. Layer and geometry audit
2. Coordinate system alignment
3. Conversion and cleaning
4. Attribute mapping

3 · Potential deliverable

Georeferenced GIS layers with consistent attributes and documentation.

1 · Problem

A team relies on spreadsheets and manual hand-offs for a process no packaged product handles well.

2 · Approach

1. Workflow mapping with stakeholders
2. Data model and interface design
3. Iterative build
4. Deployment and training

3 · Potential deliverable

A focused web application that fits the process, with role-based access and reporting.

1 · Problem

Manual review of documents or images slows down a pipeline that otherwise works well.

2 · Approach

1. Task and data assessment
2. Model evaluation
3. Integration with human review
4. Measurement against baseline

3 · Potential deliverable

An AI-assisted step inside the existing system, with clear accuracy reporting.

1 · Problem

A product needs verifiable on-chain records without rebuilding the entire application.

2 · Approach

1. Architecture and chain selection
2. Smart contract development
3. Testing and review
4. Application integration

3 · Potential deliverable

Tested contracts and integration components connected to the existing product.

1 · Problem

Deployments are manual, monitoring is limited and recovery from failure is uncertain.

2 · Approach

1. Current-state review
2. Target architecture
3. Containerised deployment
4. Monitoring and backup setup

3 · Potential deliverable

Documented, repeatable infrastructure with monitoring, backups and runbooks.