Full Automation
- Sensors and AI autonomously regulate temperature, humidity, CO₂, lighting, and other growth conditions 24/7.
- Optimal conditions are continuously maintained in response to environmental changes.
- Reduced dependence on manual labor ensures consistent and reliable quality.
- Stable, uniform production is possible regardless of weather or seasonal variations.
Real-Time Remote Monitoring & Control
- Farm conditions can be monitored in real time and controlled remotely via PC or mobile.
- Instant alerts are sent when environmental fluctuations (e.g., temperature, humidity, and CO₂) or equipment issues occur.
- Log and history management enables root-cause analysis and prevents recurrence.
- Supports a wide range of global communication protocols (Modbus, LoRa, etc.) for enhanced scalability and compatibility.
- Automated data collection and storage from sensors maximizes operational efficiency.
- System updates can be carried out without on-site visits, reducing maintenance workload.
- Strengthened security and independent data management provide a secure and highly reliable operating environment.
Data-Driven Multidimensional Analysis
- Accumulated data from spawning and mycelial colonization through harvest ensures consistent quality.
- Multidimensional analytical tools help create the optimal production environment.
- Defect rates, yields, and productivity indicators can be compared and analyzed at a glance.
- Real-time dashboards display performance by process stage and mushroom variety.
- Data-based simulations generate the most efficient production recipes.
- Data-supported decision-making maintains stable, high-level productivity.
AI-Driven Operational Optimization
- Proprietary knowledge base
- AI chatbot
- extensive internal datasets
Development of a decision-support system that assists both farm operators and management through an AI-powered chatbot
- Predicts harvest timing, volume, and grade uniformity to enable proactive production and shipping planning
- Integrates sensor, equipment, and growth data to detect drift, condensation, or abnormal patterns through early-warning analytics
- Camera-based automated assessment of size, color, and morphology, with customizable grading standards
- Automatic recipe tuning using MPC/RL* to finely adjust environmental settings at each stage (higher yields; lower energy use)
- Automated scheduling for labor, equipment, packaging, and shipping, with cold-chain integration for optimized operations
- Summarizes and forecasts critical pre- and post-production issues and recommends actions, reducing reporting time and response latency across multiple channels *MPC: model predictive control 모델예측제어
*RL: reinforcement learing 강화확습
Cloud-Integrated Operations
Built on AWS cloud infrastructure, our system provides stable, scalable, end-to-end management from production to logistics.
Standardized Digital Recipes
- Manualized optimal growth conditions for each product category, ensuring data-driven reproducibility
- Standardized environmental parameters for every growth stage, enabling AI learning and optimization
- Operations guided by standardized digital recipes ensure consistent quality and stable production.
Dr. AG Cold Chain
From the moment our mushrooms are harvested to the moment they reach consumers, every step is temperature-controlled and monitored in real time. This cold-chain process is reinforced by a robust shipment-management and traceability system.

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Production(Pre-cooling)
- Enters the cold chain within one hour after cultivation, rapidly cooled to 2–4°C.
- Rapid pre-cooling immediately after harvesting and processing helps preserve initial quality (suppresses microbial growth and moisture loss; prevents early freshness degradation).
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Storage(Automated packaging & QC)
- After inspecting appearance, weight, texture, and other quality indicators, products are stored in cold rooms below 4°C (*maximum waiting time: 4 hours).
- Stable, uniform temperatures ensure product integrity even during extended storage.
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Transportation
- During shipment, refrigerated vehicles equipped with temperature sensors and GPS tracking provide real-time traceability.
- Any temperature deviation is detected instantly, enabling immediate response and maintaining freshness during long-distance transport.
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Retail
- Refrigerated display systems maintain consistent temperature control.
- Products remain fresh and safe, kept between 2–5°C until they reach the consumer.
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Technology
- Operation of a transportation management system (TMS) ensures comprehensive shipment control.
- Full traceability from production → packaging → logistics → delivery.
- Automated temperature sensing and recordkeeping support transparent, verifiable quality assurance.