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Natural resources

Natural resources & water systems

Expert training data and evaluations for AI that interprets environmental records, water-monitoring data and aerial imagery.

We support AI development for Canadian water utilities, environmental teams and natural-resource operators. Specialists connect observations to their location, date, units and source evidence so models can interpret changing conditions accurately.

Expert training data

Approved environmental reports, water-quality records, inspection notes, satellite or aerial imagery and relevant technical standards.

  • Labels for waterways, land cover and observed changes in imagery.
  • Structured measurements with units, dates, locations and source references.
  • Expert summaries of monitoring records, inspection findings and data gaps.

Model evaluation

  • Accurate interpretation of measurements, units and spatial or temporal context.
  • Recognition of anomalies, missing observations and conflicting evidence.
  • Source-grounded reporting without unsupported conclusions about environmental conditions.

A representative task

Given water-quality records and an inspection report, identify unusual readings, compare them with the supplied thresholds and cite the evidence. Experts check the calculations, context and handling of missing data.

What you receive

Annotated imagery, structured environmental records, reference answers and evaluation reports for monitoring and resource-management AI.

Canadian expertise

Canadian environmental scientists, water specialists and geospatial professionals.

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