Optimizing Farm Operations using Edge AI: with EnrichedAg

EnrichedAg partnered with Hellbender to build a field device that packages rich data collection and analysis in a rugged design for farmers looking to leverage on-edge capabilities.

Partner Profile

EnrichedAg is a technology-driven company focused on enhancing farm operations and land management through advanced data collection and analysis. Their mission is to empower farmers with the tools needed to optimize their land use and operations. By providing a proprietary device and companion application that allows farmers to collect rich datasets from their land, EnrichedAg is leading farming into a new era of data-driven decision-making.

Project Challenges

To deliver on their value proposition, enrichedAg first required a reliable hardware platform capable of surviving the harsh operating environments of commercial farms. Hellbender’s challenge was then to design and manufacture a robust data collection unit that met several demanding requirements:

  • Extreme Durability:The device needed to be ruggedized to survive constant vibration, diverse weather conditions, and continuous operation with battery power while mounted on the hood of a vehicle.
  • Integrated Sensing:The platform had to integrate two high-resolution cameras along with other critical sensors like GPS, IMU, and more for comprehensive data capture.
  • Edge Compute & Connectivity:The system required reliable on-device compute for onboard processing and seamless connectivity with mobile phones.
  • Domestic Manufacturing:EnrichedAg was eager to use a reliable, high-quality camera  platform designed and manufactured entirely in the S.

Results & Recap

Working closely with enrichedAg, Hellbender engineered a completely ruggedized and integrated edge computing device that successfully met all requirements for field operation and scalability.

Screenshot 2025 12 24 at 10.32.38 AM
3D printed housing prototype
Screenshot 2025 12 24 at 10.26.08 AM
Assembly of production units
EnrichedAg Downsampled
Ruggedized units in the field

Key Features

  • Ruggedized Integrated Design:Built to withstand the harsh environmental conditions of farm environments, including advanced thermal management for continuous operation, and to mount to several different types of farm equipment.
  • Dual Camera Architecture:Combines two high-resolution cameras for rich data capture.
  • Raspberry Pi CM4:Leverages the versatileCM4 for compute, providing a stable foundation for enrichedAg’s software development and end-use application.
  • Connectivity:Includes robust Wi-Fi connectivity for mobile phone integration and data transmission, and ruggedized M12 outputs for setup and diagnostics.

Impact

Partnering with Hellbender enabled EnrichedAg to accelerate their path to market validation and growth. The rugged integrated platform allowed them to focus on their core competency: developing the powerful application software that deliver their true value proposition to their customers.

Latest News

Robotic Navigation Testing with Stereo Camera and ROS Integration

Hellbender has been testing its robotic navigation system using an in-house designed mobile platform designed...

Scaling Up: Hellbender Doubles PCBA Throughput and Adds Inline Inspection for BGA and SOM Assembly

As Hellbender continues to push the edge of AI vision hardware, our SMT and PCBA...

Hellbender Stereo Camera Platform Launches with Cyberbee Partnership

PITTSBURGH, PA — Hellbender, the Pittsburgh-based robotics hardware innovator and manufacturer, announced today a strategic...

Need a custom AI-Vision System?