Manufacturing & warehousing
Purchasing, batches, locations, scanning, quality checks, equipment and on-site traceability.
- WMS & mobile scanning
- Batches, serial numbers and activity records
- Device status & exception work orders
Industry Solutions · From One Critical Workflow
Start with the real collaboration problem,
not an industry label.
Manufacturers, warehouses, device suppliers, stores and service businesses use different systems but must answer the same questions: where data comes from, who handles it, how exceptions are resolved and how results inform decisions.
Eight business scenarios
Identify the industry problem, then design around roles, workflows, devices and data.
These cards describe common starting points, not a standard feature list for every company. Formal proposals also assess site differences, existing tools and first-phase goals.
Equipment manufacturers
Add connectivity, remote maintenance, diagnostics and ongoing services to traditional equipment.
- Firmware, protocols and edge gateways
- Device platforms, apps and OTA
- Alerts, work orders and customer permissions
Retail chains & cold chains
Unify store devices, temperature control, energy, alerts, inspections and regional operations.
- Temperature, humidity and refrigerator monitoring
- Alert escalation & inspection records
- Headquarters, region and store permissions
Energy & facilities maintenance
Collect electricity, water, gas and environmental data and connect exceptions, inspections, work orders and analytics.
- Energy measurement points & live data
- Alerts, inspections and repair workflows
- Comparisons by region, device and time
Local & professional services
Connect booking, scheduling, dispatch, fulfillment, redemption, settlement and after-sales service.
- Mini program bookings & orders
- Staff scheduling & field work
- Notifications, reviews & repeat purchases
B2B & brand businesses
Make complex products, technical services and cases easier to find, understand and enquire about.
- Websites, standalone sites & content hubs
- SEO, forms & source attribution
- Lead management & sales follow-up
Project-based businesses
Connect leads, quotes, contracts, tasks, delivery, invoices and payments.
- CRM & project registers
- Tasks, costs & risk reminders
- Contracts, invoicing & payment dashboards
Knowledge-intensive teams
Turn policies, product information, project records and service materials into collaborative knowledge with permissions and sources.
- Knowledge bases, RAG & citations
- Document processing & task workflows
- Evaluation, feedback & human review
Real industry projects · Client information anonymized
Explain the complete project workflow, beyond a single interface image.
These cases come from delivered projects. Client names, locations and production data are anonymized; images are redrawn from actual sites and system structures.
Real project 01 · Industrial device maintenance
From device status to alert work orders
Gateways collect operational data, the platform detects exceptions, and work orders assign owners and record handling and recovery.
- Protocol adaptation & resumable transmission
- Status, alerts & remote diagnostics
- Device records & service work orders
Real project 02 · Retail cold chain
How headquarters sees temperature exceptions across stores
Sensors continuously collect temperatures. Exceptions are classified by store, device and duration, with store acknowledgement and regional follow-up.
- Store, refrigerator & sensor records
- Thresholds, duration & alert escalation
- Inspections, handling records & trend reports
Real project 03 · Vision recognition
Recognition results must feed inventory and review workflows
Cameras and scanners capture goods information. Edge inference performs recognition; low-confidence results require human review before entering inventory records.
- Cameras, scanning & edge inference
- Confidence, review & sample feedback
- WMS integration & activity auditing
Architecture across industries
Customers, staff, devices and managers collaborate around shared business status.
Interfaces vary, but responsibility is typically needed for four layers: user access, business services, data integration and operational reliability.
Customer & staff interfaces
Websites, mini programs, apps, field interfaces, admin consoles and dashboards.
Access · Submit · Execute · RespondBusiness workflows & rules
Customers, orders, inventory, devices, projects, work orders, approvals and messages.
Roles · States · Rules · ExceptionsDevices & enterprise data
Databases, files, time-series data, third-party platforms and existing business systems.
Collect · Map · Sync · ReconcileStable operations & continuous improvement
Permissions, audits, deployment, monitoring, backups, evaluation and releases.
Secure · Traceable · Recoverable · ExtensibleChoosing the first phase
Start with an acceptable business outcome rather than an undefined platform.
Focus on one workflow to determine interfaces, data, acceptance checks and capabilities to defer.
Starting point First-phase goal Typical system components Acceptance evidence Explore
Records do not match physical stock Connect receipts, issues and stock in one warehouse Scanning interface + WMS + Permission logs Documents, stock movements & count results Case →
Devices cannot be maintained remotely Connect status and alerts for one device type Firmware/gateway + IoT platform + Work orders Offline recovery, alerts & handling records Solution →
Services require manual follow-up Connect booking through fulfillment Mini program + Scheduling & dispatch + Messages Order status, notifications & service records Solution →
Repeated document searches Answer questions within one document domain Knowledge base + Citations + Human review Evaluation set, citation matches & failure examples Solution →
Industry solution FAQ
Similar industries still require site-specific discovery.
Can we buy a standard industry system directly?
If workflows closely match a standard product, assess mature SaaS first. Where devices, roles, rules, integrations or deployment differ significantly, consider configuration, extensions or custom development.
Should we start with a business system or IoT?
If staff enter and process most data, assess the business system first. If critical status comes from devices and field conditions, validate connectivity first. Many projects eventually connect both, but the first phase can focus on the key workflow.
Can a real case be used directly as a quote?
No. Cases show experience with related workflows. A formal quote still needs to assess devices, data, roles, processes, integrations, deployment, acceptance and client responsibilities.
Must an existing ERP, CRM or device platform be replaced?
Usually not. Audit its data, APIs, code and operational conditions before choosing integration, partial changes, a complementary system or phased migration.
A specific operational problem is a better starting point than a broad digitalization ambition.
Share existing spreadsheets, documents, devices, systems and the workflow causing the most trouble. We will assess the first-phase outcome and technical boundaries.