Vision-based propagation for production and nurseries

Strawberry young plants in trays inside a commercial propagation nursery
Strawberry plant nurseries

Objective monitoring for strawberry plant nurseries

COBRA helps large-scale strawberry nurseries monitor tray-based plant production with cameras, sensors, and software.

Built for nurseries working with runner propagation, tray plants, plugs, and seed-based workflows.

Reality check

Strawberry nurseries already know how to grow plants

COBRA is not designed to replace nursery expertise. It is designed to add a structured monitoring layer to complex propagation workflows.

Large nurseries already manage propagation through experience, planning, scouting, and practical grower knowledge. But as production scales, it becomes harder to maintain a complete picture of every tray, every batch, every greenhouse zone, and every propagation cycle.

COBRA gives growers and production managers a visual data layer that supports decision-making without disrupting the way the nursery already works.

The challenge

Manual inspection does not scale perfectly

In strawberry plant production, quality differences can appear early. Some trays root faster. Some batches are less uniform. Some cells remain empty. Some plants lag behind. Some greenhouse zones behave differently from others.

These differences are often noticed through manual inspection, sampling, or grower intuition. That works, but it is difficult to standardize across large areas and multiple production cycles.

The result is that valuable information about early plant development often disappears once the crop has moved on.

The solution

A visual data layer for tray-based propagation

COBRA combines cameras, environmental sensors, and software to monitor early plant development in tray-based strawberry nursery production.

The system can help track plant presence, development speed, uniformity, rooting progress, weak plants, empty cells, and tray-level variation over time.

Instead of only relying on manual checks, nursery teams can use visual records and performance data to compare batches, identify underperforming areas, and improve future cycles.

COBRA is a vision-based propagation platform combining cameras, environmental sensors, and software to monitor early plant development in tray-based nursery systems.

What COBRA monitors

Production visibility across trays and batches

  • Empty cells

    Identify cells where no viable plant is developing.

  • Weak plants

    Highlight plants that are smaller, slower, or less uniform than the batch average.

  • Tray uniformity

    Compare development across trays and detect uneven production patterns.

  • Batch performance

    Track differences between batches, cultivars, propagation methods, or seed lots.

  • Zone differences

    Identify greenhouse areas where plants consistently develop faster, slower, or less uniformly.

  • Production records

    Build a visual history of propagation cycles to support future decisions.

Built for more than one propagation method

Strawberry nurseries do not all produce plants in the same way. COBRA is a monitoring platform for tray-based young plant production: runner propagation, tray plants, plugs, and seed-based workflows where applicable.

  • Runner-based propagation

    Monitor tray filling, rooting, plant establishment, and early uniformity in runner-based production workflows.

  • Tray plants and plugs

    Track development across trays and identify empty cells, weak plants, and uneven batches.

  • Seed-based production

    Monitor emergence, early growth, and uniformity in seed-based strawberry propagation where applicable.

Tray-based strawberry plant production in a commercial nursery greenhouse

From grower observation to production visibility

Experienced growers see things that software cannot replace. COBRA is designed to capture and organize the visual information that is usually spread across manual observations, scouting notes, and memory. The goal is to make propagation performance easier to see, compare, and improve.

A focused pilot for serious nurseries

For strawberry plant nurseries, COBRA begins as a focused pilot. The goal is not to force a full technology transition. The goal is to test whether vision-based monitoring can solve a specific operational problem inside an existing nursery workflow.

  • Empty cell detection
  • Tray uniformity monitoring
  • Runner establishment monitoring
  • Greenhouse zone comparison
  • Batch comparison
  • Visual production records

What nurseries can learn from COBRA

  • More objective quality control

    Support grower judgment with visual data and repeatable monitoring.

  • Better batch comparison

    Compare cultivars, propagation methods, tray types, greenhouse zones, or production cycles.

  • Earlier problem detection

    Identify weak development, empty cells, or uneven areas earlier in the propagation process.

  • Stronger production records

    Build a visual history of plant development that can be reviewed after each cycle.

  • Targeted improvement

    Focus improvement efforts on the areas where data shows the biggest production differences.

Interested in testing COBRA in a strawberry nursery?

We are looking for a small number of serious nursery partners to validate COBRA in real strawberry plant production environments.

Apply for a pilot