What we build.
What's coming.

Alongside our regular operations, we actively research and develop new detection methods. Here is a transparent view of what's in the pipeline — from research to near-launch.

Research Phase Actively in development — not yet a commercial service

In-House AI Research

Models we train ourselves — on Lower Saxony's specific landscape, plants, and wildlife.

Research Phase AI · Agriculture

AI Weed Detection — Ragwort

Ragwort doesn't stop being dangerous once it's cut and dried — its liver-damaging alkaloids survive fully intact in hay and silage, and animals lose the bitter smell that normally makes them avoid the fresh plant in a pasture. That makes contaminated hay one of the most common causes of chronic, often irreversible liver poisoning in horses, and a real risk for cattle. Our custom-trained model flies the field before harvest and flags every plant it finds — on a map, with photos and coordinates.

Aerial capture of grassland with a ragwort plant marked by a red detection box drawn by the model
Real model output from a test flight: ragwort detected in grassland and marked automatically.

Two-Phase Detection Roadmap

  • Phase 1 — flowering stage (Jun–Sep): distinct yellow clusters, in active training now
  • Target: ≥90% detection confidence per plant
  • Phase 2 (planned): pre-flowering rosette stage — leaf shape only, no colour signal, a significantly harder and costlier model to train
  • Data collection and validation ongoing with pasture owners across Lower Saxony

Planned Output (at launch)

  • Field photos with every detected plant marked and a confidence score
  • Interactive GPS map with ±2 cm RTK coordinate per plant
  • Infested area in m², density heatmap
  • CSV / GeoJSON for precision spray systems
  • PDF report — ready for authority notification, or to document a ragwort-checked field for hay buyers

Who This Helps

  • Hay producers & sellers — document your fields before harvest and back your marketing with real field data
  • Horse & livestock owners — horses are especially vulnerable; catch contamination before it reaches the paddock or the barn
  • Pasture & landowners — meet regional control obligations and get ahead of reseeding (100,000+ seeds per plant, viable in soil for up to 20 years)
48 MP · <1 cm/px Custom YOLOv8 model RTK ±2 cm Trained for Lower Saxony

Interested in one of these services?

Get in touch — we'll notify you as soon as a service is available in your region, or discuss a pilot mission.

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DrohnXit Solar thermography & drone services
Service Area Stolzenau, DE · Germany-Wide
WhatsApp +49 177 738 7496
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