Vision-based propagation for production and nurseries

Young ornamental plants in trays inside a controlled greenhouse propagation environment
Controlled environment production

Produce ornamental plants from seed

A complete seed-based production system for growers seeking greater control over ornamental plant propagation.

COBRA combines standardized infrastructure, monitoring, and cultivation protocols into a repeatable production workflow.

The challenge

Propagation is often outsourced

Many ornamental growers depend on external suppliers for young plants, tissue culture material, or propagation services.

While this can simplify production, it also creates challenges:

  • Limited control over plant availability
  • Dependence on supplier timelines
  • Variable plant quality
  • Limited visibility into early-stage propagation
  • Rising costs for planting material

As seed quality improves and controlled environment production becomes more accessible, some growers are exploring whether propagation can be brought in-house.

Market validation

A practical example: Monstera production from seed

One grower we spoke with was attempting to produce Monstera plants from seed as an alternative to purchasing tissue culture material.

Despite investing in seeds costing approximately €0.50 each, germination remained around 41%. At this level, a significant portion of seed investment is lost before plants ever reach production.

Monstera is a leading example — not the only opportunity. Similar questions apply across ornamental crops where seed-based production is being explored.

This raises important questions:

  • Can germination be standardized?
  • Can production become more predictable?
  • Can propagation be scaled internally?
  • Can growers reduce dependence on external suppliers?

These are the types of challenges COBRA is designed to help address.

The COBRA approach

A complete production system

COBRA is more than a monitoring platform. For controlled environment production applications, COBRA combines:

  • Propagation infrastructure
  • Environmental monitoring
  • Cameras
  • Production protocols
  • Data collection
  • Cultivation support

The goal is to create a repeatable system for producing ornamental plants from seed.

COBRA is a vision-based propagation platform that combines infrastructure, cameras, environmental sensors, and cultivation software into a single production system for seed-based plant propagation.

How the system works

A propagation infrastructure built for autonomous monitoring

COBRA combines a physical propagation environment with continuous monitoring at tray level. The rack provides lighting, irrigation, and stable growing conditions. Cameras and environmental sensors on each tray level observe plant development as it happens.

COBRA software automatically generates growth data from these camera observations. The system turns that data into tray maps, batch comparisons, and production records. From these insights, the grower can see empty cells, plant uniformity, and differences between runs without relying on memory or spot checks alone.

The software includes AI-tooling which supports the grower in efficiently analysing the cultivation process and managing production operations.

COBRA propagation infrastructure with LED lighting, seedling trays at each tray level, irrigation reservoir, and sensor modules
  1. 1

    Propagation lighting

    LED lighting across tray levels supports consistent early development in a controlled environment.

  2. 2

    Tray-based production

    Each level holds trays of young plants, the unit COBRA monitors throughout propagation.

  3. 3

    Irrigation and growing conditions

    A central reservoir and distribution system maintain stable water and nutrient delivery across tray levels.

  4. 4

    Cameras and sensors

    Modules at each tray level capture images and environmental data continuously during the crop cycle.

  5. 5

    Software and intelligence

    Data is organized into visual tray maps, trends, and records growers use to compare batches and plan intervention.

COBRA does not replace grower expertise. It adds a structured layer of observation and documentation so propagation can be run more repeatably.

Why growers explore seed-based production

From outsourced propagation to internal capability

  • Greater independence

    Reduce dependence on external propagation suppliers and gain more control over plant availability.

  • Production visibility

    Monitor germination and early plant development throughout the production cycle.

  • Standardization

    Build repeatable propagation workflows that can be refined and improved over time.

  • Scalability

    Develop an internal propagation capability that can grow alongside production demand.

Potential ornamental applications

COBRA is intended for ornamental crops where seed cost, plant value, and propagation complexity justify investment in production technology.

Example applications include:

  • Monstera
  • Philodendron
  • Anthurium
  • Alocasia
  • Other ornamental crops being explored for seed-based production

These are examples from market conversations — not claims of validation for every crop.

From seed to transplant-ready plant

  1. Seed
  2. Germination
  3. Early development
  4. Monitoring and data collection
  5. Production insights
  6. Transplant-ready plants

COBRA helps growers build a structured and repeatable propagation process from the earliest stages of development.

Explore whether seed-based ornamental production is right for your operation

We are currently exploring ornamental production applications with growers interested in reducing dependence on external propagation suppliers and building internal production capabilities. Pilot projects focus on understanding production challenges, evaluating propagation workflows, and determining where standardized production systems can provide value.

Apply for a pilot