Built for Business Outcomes
AI must directly improve customer understanding, solution design, task coordination, risk management, and organizational reuse.
LINFOND AI APPLICATION COMPANY
LINFOND AI
AI Built into Real Operations
We connect large language models, enterprise knowledge, business rules, and real-world workflows to build AI products and a central enterprise AI brain for real estate and complex service industries—capable of understanding the business, coordinating execution, incorporating human approval, and turning every outcome into lasting organizational knowledge.
Applied AI CompanyFocused on real estate and complex services
8 AI ProductsAcross customers, products, projects, and organizations
1 Control HubUnifying knowledge, models, tasks, and human review
2026From signed engagements to showcase-ready case studies
ABOUT LINFOND
Not another enterprise chatbot. AI embedded in real operations.
LINFOND focuses on complex environments such as real estate development, residential technology, project delivery, and property services. We begin by identifying the real problem, business rules, ownership boundaries, and data sources. Only then do we bring models into the workflow to understand, retrieve, generate, validate, alert, and write results back to business systems.
Fluent in Industry Rules
We turn expertise in real estate, customization, engineering, and service into knowledge and rules that AI can invoke and business teams can verify.
Human Approval Where It Matters
Authorized staff approve and document pricing, schedules, commitments, customer ownership, construction releases, and dispute decisions.
Every Project Improves the Next
Strong solutions, customer insights, lessons learned, and delivery experience become reusable organizational capabilities rather than remaining with individuals.
AI IN REAL OPERATIONS
Four Essential AI Actions in the Business Workflow
A model is not a standalone destination. It creates lasting operational value only when it can understand context, retrieve the right resources, coordinate action, and write verified outcomes back into the business.
Understand the Situation
Extract facts, needs, commitments, risks, and action items from customer conversations, project materials, and daily records.
Retrieve Knowledge
Retrieve policies, products, case studies, drawings, and past resolutions according to access permissions, while preserving sources and versions.
Coordinate Execution
Apply rules, draft content, detect conflicts, assign tasks, and route critical decisions for human approval.
Verify and Write Back
Capture verified customer insights, task outcomes, and lessons learned in business systems and organizational memory.
CORE PRODUCT STRATEGY
An AI-Powered Digital Operations Platform for Customizable Finished Homes
This is not a home-improvement marketplace, nor does it replace CRM, BIM, cost management, procurement, or construction software. It connects customer needs, product rules, solution versions, construction delivery, and aftercare through one traceable data chain.
AI handles understanding, retrieval, matching, comparison, and drafting. Business systems retain authority over permissions, versioning, approval, delivery, and audit.
CUSTOMER
Understand Households and LifestylesTranslate household structure, lifestyle, budget, design preferences, and equipment needs into structured requirements.
RULES
Apply Controlled Customization RulesRetrieve standard, optional, paid non-standard, and prohibited choices while detecting conflicts in dimensions, pricing, schedules, and compatibility.
SOLUTION
Develop an Approvable SolutionDraft product, space, pricing, schedule, and variance details for approval by the customer and accountable teams.
DELIVERY
Connect Fulfillment and HandoverLink design, procurement, construction, changes, unit-level records, and property services while maintaining continuity across commitments and versions.
LEARNING
Learn from Every Real ProjectFeed case studies, rules, product performance, and customer feedback into the next product and service iteration.
PRODUCT PORTFOLIO
AI Products Built for Real Operations
Our eight products can be deployed independently or orchestrated through the LINFOND AI Control Hub. Every application has defined inputs, business rules, human approval points, and verified write-back.
Premium Customer Operations Platform
Capture interaction details, assess information quality, build dynamic customer profiles, and recommend follow-up actions for approval before adding them to customer records and tasks.
Broker Governance System
Check registrations, authorizations, protection periods, and contribution evidence, routing conflicts to authorized staff for review.
AI Conversation Copilot
Understand conversations, retrieve trusted knowledge, draft replies, identify risks and action items, and write back approved outcomes.
Customization and Fulfillment System
Extract customization needs, apply product rules, detect conflicts, and help explain solutions, while leaving versions and commitments subject to human approval.
Intelligent Digital Construction Site
Consolidate daily reports and field data, identify delays, missing evidence, and anomalies, and trace each issue to the building, floor, and individual unit.
Hospitality-Grade Property Management
Understand service requests, retrieve property history, assist with classification and ownership, and move work through dispatch, acceptance, follow-up, and review.
Organizational Brain and Knowledge Base
Make policies, case studies, drawings, and project materials permission-aware, searchable, citable, traceable, and reusable as organizational memory.
Management Intelligence and Operational Facts
Aggregate customer, project, service, and risk signals into traceable management summaries without replacing official metrics or human decisions.
Eight applications. One trusted AI control layer.Unified knowledge, models, agents, task orchestration, human review, audit trails, and verified write-back.
BUSINESS SCENARIOS
From Customer Understanding to Project Delivery
LINFOND products do not begin with a feature list. They begin with the gaps, responsibilities, and outcomes that shape a real operating chain.
CUSTOMER OPERATIONS
Premium Customer Operations
Turn a single visit into durable customer understanding, with every service action assigned to a specific person and time.
Appointments and Smart SchedulingMatch customer needs with advisor expertise and availability.
Consistent, Human-Centered ServiceCombine a reliable service process with a premium customer experience.
Information Quality FunnelIdentify what is known, missing, conflicting, and supported by evidence.
Dynamic Profiles and Long-Term EngagementContinuously update household roles, relationship changes, and next-step services.
CONVERSATION & KNOWLEDGE
AI Conversations and Organizational Knowledge
Turn conversations into tasks and outcomes into traceable, reusable organizational memory.
Conversation UnderstandingExtract needs, commitments, risks, and next actions.
Trusted Knowledge RetrievalReturn sources, versions, and scope of applicability.
Response and Solution DraftingGenerate role-specific content ready for review.
Approved Write-BackRecord outcomes in tasks, customer profiles, and project memory.
PROJECT & SERVICE
Closed-Loop Construction and Property Service
Connect field management with post-delivery service through risk, evidence, accountability, and outcomes.
Risk SignalsDetect overdue work, missing evidence, conflicts, and high-risk issues.
Field EvidenceTrace issues to daily reports, drawings, images, inspections, and remediation records.
Closed-Loop AccountabilityDefine owners, deadlines, collaboration, and escalation paths.
Service-Led ImprovementTurn repair requests and customer feedback into better products and processes.
LINFOND CONTROL HUB
A Central AI Brain Built Around Business Workflows
The LINFOND AI Control Hub connects user channels, business systems, organizational knowledge, model services, and business agents. Together, they create an enterprise capability that understands context, orchestrates tasks, incorporates human review, and learns continuously.
Customer and Employee ChannelsMini programs, WeCom, web, mobile, and management dashboards
Business SystemsCustomer operations, product selection, construction, property service, repairs, and existing CRM / ERP platforms
Data and KnowledgeCustomers, properties, products, projects, policies, case studies, versions, and evidence
LINFOND AI HUBAI Control HubIntent Recognition · Capability Orchestration
Human Review · Audited Write-Back
Human Review · Audited Write-Back
Business AgentsAdvisory, product selection, construction, customer service, property operations, knowledge, and management analytics
Model ServicesSelect cloud or on-premise models based on security, cost, speed, and task requirements
Operational GovernanceLogging, monitoring, cost, versioning, evaluation, backup, and exception handling
Customer-Owned DataProjects and tenants remain isolated, exportable, and transferable.
Least-Privilege AccessEach role can access only the data required to complete its work.
Human ReviewPeople approve sensitive responses, commitments, pricing, and disputes.
Traceable SourcesImportant conclusions link back to original materials and verified business facts.
ANONYMIZED REAL-ESTATE CASE
Beyond a Concept Demo: AI Being Validated in Real Residential Operations
LINFOND has been co-developing solutions with a multi-project residential technology company across customer understanding, knowledge retrieval, solution support, closed-loop task management, construction risk, and property services. This work has established a real estate case foundation ready to advance into a signed implementation this year. If delivery proceeds as planned, a showcase-ready interim case study is expected by the end of 2026.
The client name and project code have been anonymized. Existing samples and system prototypes demonstrate readiness for a pilot; business value must still be validated through a live pilot against a defined baseline.
200+Unit-level property and owner records
5,000+Service inquiries and communication records
5,000+Product configurations and option details
500+Repair, inspection, and maintenance tasks
Products and Methods
- Eight AI business product prototypes
- Model invocation, human review, and write-back workflows
- A 30–90 day pilot methodology
Capabilities in Development
- Multi-turn customer understanding and dynamic profiles
- Knowledge-enhanced customer solutions
- Cross-system tasks and organizational memory
Production Priorities
- Production accounts, organization, and permissions
- Multi-project data governance and integrations
- Security, monitoring, backup, and acceptance
BUSINESS MODEL
Industry AI Products at the Core, Co-Created for Real-World Adoption
We continuously productize standard capabilities. Client-specific needs are addressed through configuration, data governance, integration, and focused development where necessary, supporting sustainable delivery and ongoing annual service.
Business Discovery and Blueprint
Define the core problem, workflows, roles, rules, data, and acceptance metrics.
Platform and Module Licensing
Provide standard product capabilities for a single project, a project portfolio, or an enterprise group.
Implementation and Data Governance
Configure, clean, migrate, train, pilot, and complete phased acceptance.
Systems Integration and Focused Development
Connect existing client systems and address essential requirements that standard configuration cannot cover.
Annual Operations Service
Provide operational assurance, upgrades, support, training, performance reviews, and continuous improvement.
Model and Knowledge Services
Provide ongoing services based on model usage, knowledge bases, agent capabilities, and deployment architecture.
CORE TEAM
A Multidisciplinary Team Across Business, AI, Hardware, and Capital
Real project delivery is our shared language. The team brings together operations management, AI engineering, embedded hardware, and capital strategy to support the full journey from business discovery and product development to field implementation.
Head of Delivery
Brings 11 years of industry experience and management experience at a company listed in three markets. A Project Management Professional (PMP) certified by the Project Management Institute, with experience teaching Kyocera's Amoeba Management and business philosophy and managing ERP deployments.
Core ExpertiseBusiness Discovery · Program Leadership · Operating Models · Enterprise Systems Implementation
Head of AI
Trained in bioengineering, with research spanning AI genomics and protein mapping. Doctoral work under Academician Hanjie Ying established a strong foundation in interdisciplinary research and complex data modeling.
Core ExpertiseAI Application Architecture · Model Engineering · Knowledge and Data Systems · R&D
Head of Data
Trained in data science and big data technology, supporting enterprise data governance, metric design, AI data preparation, and continuous evaluation.
Core ExpertiseData Governance · Data Analytics · Metrics · AI Data Enablement
Theoretical Research Advisor
Holds a PhD in Mathematics from Southeast University and has long specialized in multi-agent interaction modeling and time-series analysis. The advisor has published more than 20 high-impact papers and holds over 10 patents, with core research applied in intelligent manufacturing, connected vehicles, and industrial big-data analytics.
Core ExpertiseMulti-Agent Modeling · Time-Series Analysis · Algorithm Research · Industrial Model Validation
Hardware Advisor
Specialized in embedded systems development at the University of Science and Technology of China, providing expertise that connects AI applications with physical devices, spaces, and field data.
Core ExpertiseEmbedded Systems · Device Integration · Edge-Cloud Collaboration · Technical Feasibility Assessment
Capital Strategy Advisor
A serial entrepreneur whose ventures have received investment from Sequoia Capital and Tencent, advising the company on business models, capital planning, and industry partnerships.
Core ExpertiseBusiness Models · Capital Planning · Industry Networks · Growth Strategy
RESEARCH OUTPUT
Selected Publications
Our core research covers scene understanding, out-of-distribution generalization, and 3D point-cloud representation, with applications in intelligent manufacturing, connected vehicles, and industrial big-data analytics. The publications below represent a selection of this work.
24-MONTH ROADMAP
Building Repeatable AI Products for Industry
The proposed Nanjing base will support product development, knowledge and evaluation systems, standardized implementation, customer demonstrations, and ecosystem partnerships—measured by live pilots, effective AI task completion, and product reuse.
Product and Case Implementation
- Advance this year's real estate case into a signed implementation
- Organize knowledge, rules, and evaluation samples
- Produce showcase-ready interim results by year-end
- Establish a Nanjing collaboration framework
Second-Client Validation
- Engage a client in an adjacent segment
- Validate model, knowledge, and rule configurations
- Establish data import and training processes
- Create a local co-development reference in Nanjing
AI Product Replication
- Support enterprise templates and project-level variations
- Define agent and integration standards
- Establish customer success and renewal mechanisms
- Publish anonymized case studies and white papers
Industry AI Ecosystem
- Build knowledge and case-study services
- Develop joint solutions
- Expand into high-quality housing and urban development scenarios
- Establish Nanjing as a showcase for applied industry AI
NANJING AI APPLICATION BASE
Building an Industry AI Base for R&D, Co-Creation, and Demonstration in Nanjing
LINFOND aims to bring its proven AI products, industry knowledge, and real-world co-development methods to Nanjing. Working with the industrial park, we will create applications that customers can use, businesses can validate, and the industry can replicate.
Industry AI Demonstrators
Create visitable, interactive, and verifiable case studies for high-quality housing, municipal real estate, move-up homes, project delivery, and property services.
Local Industry Connections
Connect developers, urban development organizations, design institutes, EPC firms, manufacturers, property operators, and software partners to co-create knowledge, agents, and joint solutions.
Multidisciplinary Talent and R&D
Build capabilities in product, applied AI, business consulting, data governance, implementation, delivery, and customer success.
External Demonstration and Shared AI Understanding
Run executive AI alignment sessions, industry forums, product experiences, and customer discovery workshops to strengthen the park's profile in applied industry AI.
Space and Policy SupportR&D offices, product demonstration space, and applicable support for software, AI, talent, and leasing.
Talent and University LinksAccess to product, applied AI, data, and industry talent, plus joint practice opportunities.
Use Cases and Industry PartnershipsPilot opportunities with Nanjing developers, urban development organizations, property operators, designers, manufacturers, and software companies.
BUILD WITH REAL OPERATIONS
Turn Real Operations into Reusable Organizational Capability
LINFOND looks forward to working with Nanjing's industrial parks to build a center for applied AI R&D, customer co-creation, and industry demonstration in real estate and complex services.