Grower Adviser

AI Disease Pressure Detection for Plug Nurseries

A few affected plants can be easy to miss. But when a nursery manages thousands of trays and millions of young plants, even a small problem can influence crop quality, production volume, and shipment planning.

Manual crop inspections remain important, but they do not always provide a complete and measurable view of every tray, variety, or production zone. By the time visible symptoms are found, the affected area may already be larger, and the expected number of marketable plants may have changed.

GrowerAdviser Pest & Disease Detection uses AI-powered visual analytics to identify visible disease symptoms, plant stress, and crop damage from regularly collected images.

The technology detects:

  • discoloration, spots, and lesions;
  • wilting and leaf deformation;
  • damaged or dead plants;
  • unusual growth patterns;
  • affected trays, rows, and production areas.

Instead of reviewing images manually, growers receive clear data showing where abnormalities are located, how many plants may be affected, and how disease pressure changes over time.

Disease Detection Across the Plug Production Cycle

Pest & Disease Detection can be applied during all key stages of plug production: germination, plug development, and plug finishing.

During germination, the technology helps identify abnormal cells, damaged seedlings, and areas with uneven development.

During plug development, it detects plants that differ from the rest of the tray and highlights clusters of visible stress or damage.

During plug finishing, visual analytics connects crop health with commercial planning. Growers can see how many plants appear healthy, how many require inspection, and how many may not meet shipment requirements.

Disease monitoring can also continue after the plug stage. The same technology can be used for mature plants in greenhouses, nurseries, fields, and forestry production.

From Visual Symptoms to Business Decisions

The main value of AI disease detection is not simply identifying an abnormal leaf. It is understanding how the issue affects the complete production batch.

GrowerAdviser helps production teams answer practical questions:

  • Where are the affected plants?
  • Is the affected area growing?
  • How many healthy plants remain?
  • Did the crop improve after treatment?
  • How many plants are expected to be ready for shipment?

This allows growers to prioritise inspections, focus crop protection activities on the right areas, and monitor the results of corrective actions.

It also supports more accurate production forecasting. By combining disease detection with plant counting and tray analytics, nurseries can estimate potential losses earlier and adjust shipment plans before a shortage becomes critical.

Proven Across Different Crops

GrowerAdviser visual analytics is already used in projects with leading agricultural companies.

In our work with Driscoll’s, the technology supports visual analytics for berry-related nursery and production processes. It helps transform crop imagery into structured information about plant condition, crop development, and production performance.

GrowerAdviser also works with The Navigator Company, applying visual analytics to eucalyptus and other tree species. In forestry nurseries and outdoor production, the technology helps locate damaged or abnormal plants, compare crop health between areas, and support decisions about plant quality and readiness.

These projects demonstrate that the same visual analytics approach can be adapted to different crops, growing environments, and production objectives.

Up to 99% Detection Accuracy

GrowerAdviser models can achieve up to 99% accuracy in validated use cases.

Each solution is configured around the customer’s crop, image source, growing conditions, and operational requirements. This is important because disease symptoms, plant structure, image quality, and production environments differ between nurseries.

The result is not a generic disease recognition tool. It is a visual analytics system designed to work with the grower’s real production data and provide information that can be used in daily operations.

Clear Visibility Into Crop Health

GrowerAdviser Pest & Disease Detection turns regular crop images into measurable production insights.

It helps nurseries:

  • detect affected plants earlier;
  • locate problem areas faster;
  • reduce manual inspection time;
  • monitor crop recovery;
  • protect plant quality;
  • estimate healthy plant volumes;
  • improve shipment forecasting.

For growers, this means earlier visibility and more time to respond. For production teams, it means clearer numbers and more predictable planning. For the business, it means reducing the risk that disease pressure will unexpectedly affect crop quality, customer orders, or delivery volumes.

Detect disease pressure before it impacts crop performance.

GrowerAdviser provides the visibility needed to identify affected areas, understand the number of healthy plants, and take action before problems spread across the crop.

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