Escher

Make Agriculture Computable

With Nexeed, move farming from experience-led operations to agentic collaboration.

Nexeed connects field hardware, device events, operational data, agricultural knowledge bases, and AI agents, helping parks and enterprises manage production, trace issues, calculate costs, and review decisions.

500+Farms served
13.3 million m²Controlled-agriculture area served
Nearly 100proprietary intellectual property
7×24Always-on intelligent service

Intelligent Sensing

Collect climate, crop, and device data in real time to build full-field greenhouse awareness.

Intelligent Decision-making

Generate explainable and executable production and business recommendations through multi-agent analysis.

Execution Control

Connect climate control, fertigation, lighting, shading, and work orders so recommendations turn into field action.

Knowledge Capture

Turn expert experience, enterprise SOPs, and historical cases into a reusable intelligence layer.

Why Nexeed

Controlled-environment agriculture does not need another isolated device or app. It needs an AI operating system that can keep running.

Modern greenhouse operations are becoming capital-intensive, complex, and highly collaborative. Business results depend on whether field data, workflows, expert knowledge, and AI agents can form one closed loop.

01

Many devices, but no shared field truth

Sensors, cameras, fertigation, climate control, and manual inspections often run separately. Data is scattered across systems and spreadsheets, making it hard to reconstruct what happened on site.

02

Busy management, unclear issue closure

Issue detection, task assignment, resolution, and accountability often lack a unified process. Teams rely on experience and chat groups, which makes review and improvement difficult.

03

Plenty of data, unclear business numbers

Production, inventory, harvest, orders, costs, and loss are split across many steps, making it hard for owners and parks to judge efficiency, profit, and risk in real time.

04

Valuable expertise, hard to scale across teams

The knowledge of technicians, senior growers, and managers often stays with individuals. It is hard for enterprises to turn that experience into searchable, trainable, and transferable capabilities.

About Escher

Focused on AI + controlled-environment agriculture, turning expert knowledge into computable capability

Escher is a Kunming-based technology company focused on AI+ controlled-environment agriculture. With the mission to make agriculture computable and nearly 100 proprietary IP assets, Escher builds Nexeed, an AI operating system for real agricultural production and business workflows. Nexeed combines field hardware and edge infrastructure, an agricultural AI brain, an AI-native operations workspace, and industry knowledge bases to help parks and enterprises move from experience-based management to agentic collaboration.

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

World 5G Convention

Top 10 application cases

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 Province

Digital agriculture demonstration base

Smart Agriculture Industry-Education Committee

Vice Chair Organization

Specialized and innovative SME

Certified qualification

Unified Product System

One system connecting field operations, data, knowledge, and agents

Nexeed is not a single device or a single software platform. It is an AI operating system for controlled-environment agriculture. Built on trusted field data, an agricultural AI brain, and an AI-native operations workspace, it serves government parks, enterprise farms, and vocational education scenarios.

Field Layer

Nexeed Field Systems

Field hardware and edge infrastructure connect climate, root-zone, fertigation, vision, edge AI, device linkage, mobile terminals, and secure operations to create a trusted data entry point.

  • Accurate field data
  • Connected device status
  • Traceable key actions
Intelligence Layer

Nexeed AgriBrain

AgriBrain is the agricultural AI hub, combining industry knowledge bases, enterprise knowledge bases, domain models, RAG retrieval, model services, and tool calling.

  • Reusable industry knowledge
  • Enterprise experience captured
  • Grounded AI reasoning
Work Layer

Nexeed WorkAgents

Nongxiaoxin is the AI-native operations workspace, bringing tasks, inspections, issues, harvest, inventory, costs, and agent collaboration into one place.

  • Collaborative production workflows
  • Traceable business data
  • Expandable agent ecosystem
Industry Edition

Nexeed Flora Brain

Flora Brain is the floriculture edition, capturing flower knowledge bases, floriculture domain models, cultivar experience, and agent templates.

  • Flower knowledge captured
  • Flower models available
  • Flower expertise scalable
Work Layer Architecture

AI-native production and business workspace

Nongxiaoxin is Nexeed's unified customer-facing workspace. It brings tasks, inspections, issues, harvest, inventory, costs, and AI agents into one operating surface so field staff, agronomists, managers, and digital workers can work from the same production and business facts.

One entry point for operationsOne fact base for decisionsOne loop for reusable knowledge
Nongxiaoxin WorkAgentsAI-native production and business workspace
Business entry
Production executionTasks / inspections / farm work / work orders
01
Business managementProcurement / inventory / sales / costs
02
Management cockpitAlerts / reports / reviews / decisions
03
Agents enter real workflows
Climate 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
Nexeed Hardware System

Start with trusted field data and build a complete operating loop

Nexeed is Escher's field infrastructure product line, not a single hardware device. It connects sensing, edge computing, actuation, and secure operations into an agentic greenhouse hardware system.

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.

Build trusted field data

Step 01

Use Nexeed Field Systems to connect climate, root-zone, fertigation, vision, device, and work data, turning the greenhouse from opaque to observable, recordable, and traceable.

Unify production and business facts

Step 02

Unify organizations, people, farms, greenhouses, zones, batches, cultivars, tasks, inspections, harvest, inventory, orders, and costs into one business foundation.

Let agents join daily work

Step 03

Nongxiaoxin WorkAgents keep expanding across climate, fertigation, pest and disease, field management, post-harvest, sales, inventory, and cost scenarios, bringing AI into real workflows.

Capture enterprise and industry knowledge

Step 04

AgriBrain and Flora Brain turn expert experience, enterprise SOPs, historical cases, industry patterns, and model capabilities into searchable, inferable, and reviewable knowledge assets.

Support business analysis and decision reviews

Step 05

Through dashboards, reports, alerts, Q&A, and reviews, Nexeed 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

Nexeed is more than data collection or report generation. It turns sensing, collaboration, discovery, 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 Nongxiaoxin 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 Nexeed system for parks, enterprises, and vocational education

Nexeed keeps one unified foundation and presents different editions by customer and goal: parks focus on industrial operations and demonstration acceptance, enterprises focus on production and cost accounting, and vocational education focuses on real workflows and job training.

Government & Industrial Parks

Nexeed AI Operating Platform for Controlled-Agriculture Parks

For modern agricultural parks, industrial platforms, and government projects, Nexeed builds an AI operating 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.

Industrial servicesPark operationsDigital showcaseProject acceptance
Enterprises & Farms

Nexeed AI Production and Business Management System

For scaled growers and controlled-agriculture farms, Nexeed 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.

Cost reductionQuality improvementRisk alertsClear business accounting
Vocational Education

Nexeed AI Training Platform for Real Controlled-Agriculture Workflows

For vocational colleges and industry-education integration projects, Nexeed 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.

Real workflowsReal dataJob trainingIndustry-education integration
Multi-crop Replication

Start with flowers, then scale to more controlled-agriculture scenarios

Nexeed is not limited to one crop. With unified business objects, device events, operational data, and an agricultural AI brain, the system can expand from flowers to vegetables, fruits, medicinal herbs, mushrooms, seedlings, seed industries, and other controlled-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.

Controlled-environment flower greenhouse
Controlled-environment vegetable cultivation
Controlled-environment fruit production
Specialty crop cultivation
Cases

From national industrial parks to enterprise farms, Nexeed is already operating in real production sites

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.

Aibida Integrated Agent Enablement Platform

Leading floriculture enterprise

Nexeed Industry Edition connects environment monitoring, farm operations, harvest data, and yield prediction, supporting a full transition from experience-led growing to data-driven operations.

Kaiyuan National Flower Industrial Park

National industrial park

Serving 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 collaboration

A 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 platform

Covering 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 grower

With Nexeed IoT monitoring, field risk alerts, and fertigation suggestions, the farm moves from experience-only greenhouse checks to data-driven flower management.

Luo Chunhua Farm

AI cultivation guidance

From 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

Nexeed can work for a single farm and scale into park or industrial platform capabilities, helping government parks, agricultural enterprises, farms, vocational colleges, research institutes, and ecosystem partners understand value from their own perspective.

Governments & Parks

Build regional AI operating platforms for controlled-environment agriculture and create showcaseable, operable, continuously upgradable industrial service capabilities.

Typical value

Industrial servicesDigital showcaseProject acceptance

Scaled enterprises

Unify data definitions across farms, departments, and crops so production, sales, finance, and management make decisions from the same facts.

Typical value

EfficiencyLower costsProfit visibility

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

Less lossStable productionReviewable

Colleges & Research Institutes

Turn real industrial workflows, data, and job tasks into teaching, research, training, and showcase capabilities.

Typical value

Real scenariosJob trainingResearch translation

Ecosystem partners

Build an AI service ecosystem for controlled-environment agriculture with equipment, agri-input, channel, finance, research, and industrial service partners.

Typical value

Ecosystem co-buildingComplementary capabilitiesService value-add
Business Model

From project delivery to subscribable, repeatable, and scalable AI services

Escher's long-term value comes from field hardware entry points, business data capture, continuous agent expansion, and knowledge asset operations. Nexeed supports project delivery while evolving into subscribable, upgradable, and repeatable AI services for controlled-environment agriculture.

Hardware entry

Nexeed Field Systems

Configure field hardware and edge infrastructure by park, farm, greenhouse, and device foundation to create real data entry points.

Platform service

Nexeed WorkAgents

Provide an AI-native production and business workspace around tasks, inspections, issues, harvest, inventory, costs, and agent collaboration.

AI brain

AgriBrain / Flora Brain

Provide industry and enterprise AI hub services, capturing knowledge bases, model capabilities, and business decision foundations.

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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