Through field sensing and edge access, connect climate, root-zone, fertigation, vision, device, and work data, turning the greenhouse from opaque to observable, recordable, and traceable.
Escher
Make Agriculture Computable
AgriCore | AI Operations for Controlled-Environment Agriculture
AgriCore moves agriculture from experience-led management to agent-powered operations. It connects field hardware, device events, operational data, agricultural knowledge, and AI agents so parks and enterprises can manage production, trace issues, calculate costs, and continuously improve operations.
Connect the FieldBring climate, fertigation, vision, equipment, workforce, and task data together to create a trusted source of field data.
Understand OperationsModel greenhouses, crops, climate, equipment, tasks, orders, and costs in one connected operational view.
Build KnowledgeTurn agricultural knowledge, company SOPs, expert know-how, and floriculture models into reusable assets.
Drive ActionUse AgriCore digital workers to turn forecasts, diagnoses, and strategies into closed-loop tasks and work orders.
AgriCore
The flagship product—and a digital workforce serving customers.
AgriCore Edge
AgriCore's hardware portfolio for real-world agricultural operations.
Flora Brain
AgriCore's domain intelligence engine for floriculture.
Why AgriCore
Controlled-environment agriculture does not need more disconnected systems. It needs AI that understands the field, anticipates what is next, and drives action.
Controlled-environment agriculture is becoming more capital-intensive, complex, and collaborative. Results depend not on another dashboard, but on whether field data, workflows, expert knowledge, predictive models, and AI agents work as one continuous loop.
01
No Single Source of Field Truth
Sensor, camera, fertigation, climate-control, inspection, and business data sit in separate systems, making it difficult to see what is really happening on site.
02
Production Outcomes Are Hard to Predict
Growth cycles, yields, harvest windows, pest and disease risks, labor demand, and order fulfillment still rely heavily on experience, leaving businesses little time to anticipate risk.
03
Execution Does Not Close the Loop
Issue detection, task assignment, equipment coordination, resolution, and accountability lack a unified workflow, so teams still rely on manual follow-ups.
04
Operational Economics Remain Unclear
Harvest, inventory, sales, loss, labor, energy, and cost data are fragmented across operations, making real-time visibility into efficiency, profitability, and risk difficult.
About Escher
AI Operations Intelligence for Controlled-Environment Agriculture
Escher provides AI operations intelligence for controlled-environment agriculture, with a mission to make agriculture computable. Its flagship product, AgriCore, helps parks and enterprises improve efficiency and reduce production and business risk. As it serves customers, the system continuously captures data, knowledge, workflows, and models, building industry intelligence that evolves over time and moves operations beyond experience-led management.
500+Farms served
13.3 million m²Controlled-agriculture area served
Nearly 100proprietary intellectual property
7×24Always-on intelligent service
Ministry of Agriculture and Rural Affairs
Outstanding smart agriculture case
Specialized and innovative SME
Certified qualification
Data Factor x Competition
First prize in modern agriculture
Xiaomi ecosystem company
Ecosystem partner
35Dou
Top 20 modern agri-service enterprises
Yunnan Department of Science and Technology
Major science and technology program
Yunnan Development and Reform Commission
Representative digital application case
Yunnan Provincial Department of Agriculture
Digital agriculture demonstration base
Smart Agriculture Industry-Education Committee
Vice Chair Organization
Southwest Training Base
Moore Threads Academy
Unified Product System
One AgriCore System Connecting the Field, Data, Knowledge, and Digital Workers
Customers use one unified system: AgriCore. AgriCore Edge connects real-world operations, while Flora Brain provides floriculture-specific intelligence. Every capability flows through AgriCore into the production and business loop.
Field Hardware
AgriCore Edge
AgriCore's field hardware portfolio provides device connectivity, data acquisition, edge computing, and on-site intelligence.
- Sensors / control systems / video integration
- Local processing / edge AI inference
- Offline operation / secure isolation / cloud-edge coordination
Flagship Product
AgriCore
An AI operations system for controlled-environment agriculture and a digital workforce for parks and enterprises. AgriCore helps customers query data, receive alerts, analyze issues, generate recommendations, and drive tasks through to completion.
- One unified product for every customer
- Manage production / trace issues
- Calculate costs / review operations
Floriculture Intelligence
Flora Brain
AgriCore's floriculture intelligence engine delivers crop knowledge, crop models, expert know-how, predictive diagnostics, and decision support.
- Floriculture knowledge / crop models / expert know-how
- Pest and disease / fertigation / yield and quality forecasting
- Intelligence delivered through AgriCore into real operations
Product Architecture
AI Operations System for Controlled-Environment Agriculture
AgriCore is an AI operations system for controlled-environment agriculture. It connects field hardware, device events, operational data, agricultural knowledge, and AI agents so parks and enterprises can manage production, trace issues, calculate costs, and continuously improve operations.
One entry point for operationsOne fact base for decisionsOne loop for reusable knowledge
AgriCoreAI Operations System for Controlled-Environment Agriculture
Business entryProduction executionTasks / inspections / farm work / work orders
01Business managementProcurement / inventory / sales / costs
02Management cockpitAlerts / reports / reviews / decisions
03Climate AgentFertigation AgentPest & Disease AgentField Management AgentPost-harvest AgentBusiness Analytics Agent
Unified business factsOrganizations, farms, greenhouses, zones, batches, cultivars, people, inventory, orders, costs
Trusted field dataClimate, root-zone, fertigation, vision, devices, work records, issues, outcomes
Multi-agent collaborationLet agents participate in daily work and bring AI into real workflows
Reliable productionTraceable issuesCalculable costsReusable experience
AgriCore Edge
Start with trusted field data and build a complete operating loop
Field sensing and edge connectivity form AgriCore's on-site infrastructure layer, not a standalone device. They bring greenhouse sensing, edge computing, equipment coordination, and secure operations into an open hardware architecture, with Escher-built devices under the AgriCore hardware line.
From field operations to business management, from data to decisions
Agricultural operations no longer need to rely only on experience, spreadsheets, and group chats. They can become executable, traceable, calculable, and reviewable.
Unify organizations, people, farms, greenhouses, zones, batches, cultivars, tasks, inspections, harvest, inventory, orders, and costs into one business foundation.
AgriCore keeps expanding across climate, fertigation, pest and disease, field management, post-harvest, sales, inventory, and cost scenarios, bringing AI into real workflows.
Turn expert know-how, company SOPs, historical cases, and industry patterns into knowledge assets that can be searched, reasoned over, and reviewed. Flora Brain supplies domain intelligence for floriculture, delivered through AgriCore into real operations.
Through dashboards, reports, alerts, Q&A, and reviews, the system connects production processes, issue loops, and business outcomes to help management judge risk, efficiency, and costs.
Complete Loop
Move agricultural production from experience-led work to agentic collaboration
AgriCore goes beyond collecting data and generating reports. It turns sensing, collaboration, detection, analysis, decision-making, and optimization into a continuous production and business loop.
01
Sense
Collect climate, root-zone, vision, device, work, and manual inspection data to form field facts.
02
Collaborate
Human staff, the AgriCore workspace, and digital workers collaborate around tasks, work orders, and issues.
03
Discover
Use inspections, alerts, issue maps, and agent reminders to identify production and business anomalies in time.
04
Analyze
Use industry knowledge bases, enterprise knowledge bases, and domain models to analyze causes, trends, and business impact.
05
Decide
Generate recommendations, reports, alerts, and review results to support better management decisions.
06
Optimize
Feed results back into knowledge bases, models, and SOPs to continuously improve cost, quality, yield, labor, and management efficiency.
Scenarios
One AgriCore System for Parks, Enterprises, and Vocational Education
AgriCore maintains one unified foundation while adapting to different customers and goals: parks prioritize industry operations and project demonstration, enterprises focus on production and cost control, and vocational education centers on real workflows and job training.
AgriCore AI Industry Operations Platform
For modern agricultural parks, industrial platforms, and government projects, Escher Flora Brain builds an AI operations platform that can be visited, accepted, reported, and replicated.
Typical value includes industrial service capability, park enterprise digital management, regional data aggregation, demonstration and acceptance support, and ongoing industrial operations.
AgriCore AI Operations System
For scaled growers and controlled-agriculture farms, Escher Flora Brain improves production collaboration, risk alerts, quality stability, and cost accounting.
Typical value includes manageable production, traceable issues, calculable costs, profitable operations, and captured enterprise experience.
AgriCore AI Training Platform for Controlled-Environment Agriculture
For vocational colleges and industry-education integration projects, Flora Brain turns real agricultural workflows, data, and job tasks into a smart agriculture training platform.
Typical value includes bringing real scenarios into classrooms, training job tasks, evaluating teaching processes, showcasing program development, and implementing industry-education integration.
Multi-crop Replication
Start with flowers, then scale to more controlled-agriculture scenarios
AgriCore is not limited to a single crop. With unified business objects, device events, operational data, and AI agents, it can scale from floriculture to vegetables, fruits, medicinal herbs, mushrooms, seedlings, seed production, and other controlled-environment agriculture scenarios.
Flowers
Cut flowers, potted flowers, seedlings, flower parks, and floriculture enterprise management.
Vegetables
Production management and climate control for greenhouse tomatoes, cucumbers, leafy greens, peppers, and more.
Fruits
High-value greenhouse fruits such as strawberries, blueberries, grapes, and berries.
Medicinal herbs & specialty crops
Standardized cultivation and quality tracking for gastrodia, notoginseng, mushrooms, herbs, and specialty crops.
Seedlings & seed industry
Seedling propagation, cultivar evaluation, trial demonstrations, and research data capture.
Cases
From National Industrial Parks to Enterprise Farms, AgriCore Is Already at Work in Real Operations
Escher's cases cover industrial parks, leading floriculture enterprises, research institutes, and growers. The system can support regional platforms and also operate at the level of a single greenhouse, batch, or farm task.
Lijiang Modern Flower Industrial Park
The park is introducing AgriCore across post-harvest forecasting and end-to-end crop management. Combined with autonomous UAV patrols, robotic inspections, and 3DGS digital twins, it is moving park operations from chat groups and paper records to a unified data platform and AI command center.
UAV autonomous patrol
Intelligent route planning that reduces heavy manual inspection work.
3DGS digital twin
Build 3D digital twins for immersive walkthroughs and command dispatch.
Full-field sensing network
Multi-parameter sensors monitor greenhouse microclimate changes in real time.
Agile anomaly response
Second-level anomaly alerts and fast adjustments reduce production risk.
Aibida Integrated Agent Enablement Platform
Leading floriculture enterprisePowered by Flora Brain's floriculture intelligence, AgriCore connects climate monitoring, crop operations, harvest data, and yield forecasting to accelerate the shift from experience-led growing to data-driven operations.
Kaiyuan National Flower Industrial Park
National industrial parkServing a national modern agriculture park, Escher helps build collaboration among government, platforms, village collectives, and growers, providing digital upgrades, cultivation guidance, and supply-chain connection.
Yunnan Academy of Agricultural Sciences
Research collaborationA computable agriculture simulation and trial platform connects experimental data capture, collaborative analysis, and research translation, upgrading field trials toward digital-twin simulation.
Baiyi Flower Industrial Park
Industrial platformCovering 40 monitoring points and 13 demonstration bases, the project combines IoT monitoring, GPU agricultural computing, robotic patrols, AR management, and VR display.
Hexian Flowers
Small and medium growerAgriCore combines IoT monitoring, field risk alerts, and fertigation recommendations with Flora Brain's floriculture expertise, moving the farm from experience-led greenhouse checks to data-driven crop management.
Luo Chunhua Farm
AI cultivation guidanceFrom chrysanthemum transplanting, blackout, and supplemental lighting to harvest, key farm tasks are digitally managed end to end, with device linkage stabilizing production rhythm and standardizing operations.
Who We Serve
Serving customers and key roles across the agriculture ecosystem
AgriCore can serve a single farm or scale into a park-wide and industry-level platform, creating value for governments, agricultural enterprises, growers, vocational colleges, research institutions, and ecosystem partners.
Governments & Parks
Build regional AI operating platforms for controlled-environment agriculture and create showcaseable, operable, continuously upgradable industrial service capabilities.
Typical value
Scaled enterprises
Unify data definitions across farms, departments, and crops so production, sales, finance, and management make decisions from the same facts.
Typical value
Farms & Growers
Start with frequent issues such as climate, pest and disease, fertigation, post-harvest, inventory, and costs to reduce loss and improve delivery stability.
Typical value
Colleges & Research Institutes
Turn real industrial workflows, data, and job tasks into teaching, research, training, and showcase capabilities.
Typical value
Ecosystem partners
Build an AI service ecosystem for controlled-environment agriculture with equipment, agri-input, channel, finance, research, and industrial service partners.
Typical value
Business Model
From project delivery to subscribable, repeatable, and scalable AI services
AgriCore's long-term value comes from field connectivity, operational data, an expanding agent ecosystem, and reusable knowledge assets. It supports project delivery today while evolving into a subscribable, upgradable, and repeatable AI service for controlled-environment agriculture.
Field Hardware
Field Sensing & Edge Access
Deploy AgriCore Edge across parks, farms, and greenhouses to establish a trusted source of field data.
Domain Intelligence Engine
Flora Brain
AgriCore's floriculture intelligence engine captures domain knowledge, models, and decision-making capabilities, then brings them into day-to-day production and business operations.
Flagship Product
AgriCore
One unified product for customers, connecting tasks, inspections, issues, harvests, inventory, costs, and AI agents in a closed-loop operating workflow.
Ecosystem growth
Industrial services and partner co-building
Connect with parks, equipment, agri-inputs, channels, finance, research, and education partners to expand the boundary of AI services for controlled-environment agriculture.
Book a Consultation
Build future-readyintelligent digital agriculture infrastructure
Whether you are a grower, government park, industrial platform, investor, or ecosystem partner, you can start from one high-value scenario and work with Escher to make agriculture observable, computable, and collaborative.
- 30-minute discovery of your scenario and pain points
- One-on-one solution discussion and roadmap planning
- Start with a high-value pilot, then expand across the full chain
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