Factory
Vehicles completed and released
ERP / Factory Release RecordsFull visibility
CASE STUDYSMART MOBILITY · END-TO-END DIGITAL OPERATIONS
A Premium E-Mobility Brand
Beyond Selling a VehicleToward Understanding Every Rider
Connecting factory, distributors, stores, and riders in one real-time operating loop—and turning a one-time sale into a lasting customer relationship.
- Scope
- Strategy / Product Design / Engineering
- Product Ecosystem
- Rider App / Store Tools / Distributor Portal / Brand Platform
01
BACKGROUND
The Context
A premium Chinese e-mobility brand had built a nationwide distribution network spanning its factory, regional distributors, dealers, retail stores, and riders, shipping 150,000 vehicles each year.
Yet growth was measured mainly through factory shipments and channel orders. ERP captured production and release, but the brand could not see who ultimately bought each vehicle, where it was activated, or how it was used. Rider profiles, maintenance histories, and real-world preferences were missing.
As electric vehicles evolved into connected products, the absence of rider-to-vehicle identity and end-to-end data left product, marketing, and service teams operating on assumptions. The brief was clear: rebuild a direct, long-term rider relationship without undermining channel partners.
Product Flow VisibleVisibility ends at channel orders
ERP captures production, release, and distributor purchasing
Rider Relationship InvisibleThe relationship disappears after handover
Purchase, activation, ride, and service data never reaches the brand
02
THE CHALLENGE
One Critical Question Had No Answer
Who actuallybuys our vehicles?
PROJECT KICKOFF / IN THE CLIENT'S WORDS“We ship 150,000 vehicles a year. ERP records are accurate and distributor orders reconcile. But if you ask who buys our vehicles, how old they are, or which features they value most, wehave no idea.””
BRAND VISIBILITY
As products moved through the channel, the brand lost visibility at every step.
FACTORY → DISTRIBUTOR → DEALER / STORE → RIDER
Regional Distributor
Purchasing, inventory, and transfers stay fragmented
Spreadsheet-based inventoryPartial visibility
Retail Store
Actual retail data remains offline
Paper sales ledgersHard to trace
Rider
Purchase, activation, and service remain a black box
Identity / Preferences / UsageNo visibility
THE BLIND SPOT
Vehicles were sold, but rider identity, preferences, behavior, and service relationships never returned to the brand.
CUSTOMER UNKNOWNData broke at every handoff, severing the connection between brand and rider. Without customer profiles, product, marketing, and service teams were leftoperating blind.。
A wholesale-only model kept the brand trapped in the most operationally intensive part of the value chain. Owning the rider relationship and end-to-end data was the path fromselling hardwaretobuilding a rider ecosystem.。
FIELD RESEARCH / THREE DEEP CONFLICTSWith every channel layer creating distance,
With every channel layer creating distance,
how could the brand understand its riders?
After field research across head office, regional distributors, and retail stores,
we identified three interconnected business tensions.
Broken Data Continuity
Factory ERP visibility ended at shipment. Distributors managed inventory in spreadsheets, stores relied on paper sales records, and rider purchases, activations, and service histories remained entirely opaque.
PURCHASE / ACTIVATION / SERVICE = BLACK BOXChannel Incentive Misalignment
Distributors feared the brand would bypass them once it reached riders directly. Stores saw digital sales tools as extra work. Without addressing incentives and frontline efficiency, adoption would never take hold.
END-CUSTOMER VISIBILITY ≠ CHANNEL DISINTERMEDIATIONDisconnected Product Experience
Bluetooth and location data were disconnected from rider accounts and after-sales service. Smart features remained isolated moments instead of building an ongoing brand relationship.
CONNECTED HARDWARE ≠ CUSTOMER ASSETTHE REAL BRIEF
The challenge was never just the software.
Empower distributors and stores without weakening their commercial interests.
Turn the journey from factory release and channel movement
through sale, riding, and service into
a durable data asset for the brand.
03
THE STRATEGY
THE STRATEGIC SHIFT
Understanding RidersDoes Not Start by Asking for Data
We reframed “the brand needs data” as “every participant receives value first.” Data would emerge naturally only when channel partners chose to use the tools and riders chose to connect.
CORE STRATEGYCreate value through tools.
Create value through tools.
Build assets through experience.
First, solve the channel's daily operational friction with useful tools. Then connect riders through genuinely valuable smart experiences. The resulting data comes from natural business activity—not additional reporting.
THE CONFLICT
End-customer visibility could not mean channel disintermediation.
Working with head office, regional distributors, and stores, we translated those concerns into practical rules for pricing, approvals, customer ownership, and data access—making the value exchange clear for every participant.
RIGHTS & VALUE MODEL
Redefining the Three-Way Operating Model
Gain system-wide operating visibility
Anonymized rider profiles, national pricing, inventory turns, and vehicle quality.
No direct interference in channel relationshipsRetain commercial control within the territory
Account-level pricing, policy bundles, store coordination, and regional customer service.
More flexible pricing and policiesGain immediate frontline efficiency
Faster checkout, profit visibility, sales commissions, and service tools.
The system becomes useful, not burdensome
CHANNEL ENABLEMENT / 01STRATEGY
Give the channel efficiency first.
Let data follow naturally.
Operational tools empower distributors and stores; connected experiences build a relationship with every rider.
THE NEW WORKFLOWEvery scan completes a task
Every scan completes a task
and closes another data gap.
Each vehicle received a unique digital identity based on its VIN or serial number. As the physical product moved through the channel, inventory, pricing, sales, and rider ownership updated together—giving head office its first complete view of a vehicle reaching its end customer.
REAL PROJECT MATERIAL / 02VEHICLE BINDING
THE OWNER ASSET
Riders gain a better experience. The brand gains the ability to understand them.
Bluetooth unlocking, ride history, theft protection, maintenance, and repairs were no longer isolated features. We connected them to one rider account so every interaction enriched a customer profile the brand could serve over time.
CONTINUOUS OWNER DATA
Every interaction deepens the brand's understanding of its riders.
Through the app, riders use seamless Bluetooth unlocking, trip tracking, digital theft protection, and other connected features. Every ride, maintenance booking, and repair request contributes first-party insight that can shape future product development and more relevant marketing.
Seamless Bluetooth Unlocking
Trip Tracking
Digital Theft Protection
Every RideMaintenance BookingRepair Request
BRAND ASSETReal preferences and usage patterns
PRODUCT DEVELOPMENT · RELEVANT MARKETING
REAL PROJECT MATERIAL / 03OWNER EXPERIENCE
REAL-WORLD BEHAVIOR FLOWS BACKEvery interaction completes the picture of a rider.
- Identity
- Riding
- Features
- Service
The Same Vehicle
Serves Very Different Riders
The brand moves beyond sales volume to understand the people behind it.
01 / COMMUTER
Urban Commuter
- High-frequency weekday rides
- Prefers seamless unlocking
Growth OpportunityCommute efficiency / Range optimization
02 / EXPLORER
Weekend Explorer
- Medium-to-long weekend rides
- Frequently shares ride routes
Growth OpportunityRoute content / Social sharing
03 / SECURITY
Security-Conscious Rider
- Checks vehicle location frequently
- Relies on digital theft alerts
Growth OpportunitySecurity features / Premium services
04 / SERVICE
Service-Oriented Rider
- Proactively books maintenance
- Actively uses repair support
Growth OpportunityAfter-sales care / Service conversion
BRAND VALUEProduct DevelopmentRelevant MarketingSegmented Service
04
KEY DECISIONS
Every product decision strengthens the operating loop.
Adaptive Two-Tier Pricing
Balancing local pricing flexibility with brand-wide control
Account-Level Pricing × City-Level Pricing
DYNAMIC DUAL-TRACK PRICING
LOCAL FLEXIBILITY · CENTRAL CONTROLBRAND PRICE FOUNDATIONBrand Pricing Guardrails
PRICE GUARDRAIL ACTIVEConsistent price floors and market rules define clear boundaries for regional strategy.
Combine policies by territory and account scale so channel teams can negotiate, approvals move quickly, and every decision remains traceable.
- Purchase Discount
- Rebate Policy
- Annual Support
Account StrategyTiered ApprovalFull Audit TrailMINUTES
Let each city respond to local fulfillment costs and competitive pressure while restoring national price visibility for head office.
- Fulfillment Cost
- Market Competition
- Promotional Support
City StrategyPrice MapException AlertsREAL TIME
Retail Operations, Simplified
Reduce frontline effort while capturing better data by design
30-Second Checkout × Store Performance Assistant
SCAN TO VALUE
Complete Handover in 30 SecondsMINIMUM ACTIONS
00:30Three essential actions. Thirty seconds.
Identify model, inventory, and price automatically
Bind rider account and vehicle in one step
Complete stock-out and activation together
Less Work for the StoreBetter Data for the Brand
Clear Data and Commercial Boundaries
Give the brand visibility without taking customer ownership away from the channel
Role-Based Detail Access × Anonymized Aggregation
DATA PERMISSION BOUNDARY
Role-Based Detail · Enablement Without OverreachCHANNEL OWNERSHIP
Customer Relationships Stay with the Channel
Regional DistributorTerritory customer and sales detail
Territory ViewRetail StoreStore orders and rider information
Store ViewTargeted Follow-UpService RemindersRepeat Sales
BRAND INSIGHT
Operating Visibility Returns to Head Office
Channel Operating DataAnonymized and aggregated for head office
Targeted Service CapabilitiesAuthorized back to the channel
OWNER APP / CONTINUOUS EXPERIENCEFrom Purchase to Riding and Service,
From Purchase to Riding and Service,
Every Interaction Extends the Rider Relationship
05
THE OUTCOME
PROJECT RESULT
Once the Journey Was Connected,Every Vehicle Began Creating Long-Term Value
The platform has only recently launched, yet the operating model has already changed. For the first time, the brand can see each vehicle's complete journey from factory to rider—and understand the customer needs revealed through real-world use.
01 / CHANNEL DATA CONNECTED100%
One identity from factory to rider—eliminating channel data silos.
Wherever a vehicle moves, inventory, sale, activation, and rider ownership update with it.
01Factory ERPEvery scan creates an automatic audit trail
02Regional DistributorEvery scan creates an automatic audit trail
03Retail StoreEvery scan creates an automatic audit trail
04End RiderReal-world usage flows back continuously
FIRST
Built an Enterprise-Grade First-Party Rider Asset
The brand now owns more than shipment data. It continuously builds first-party insight into real riders, their preferences, and how they use the product.
- Identity & VehicleWHO
- Ride PreferencesRIDE
- Usage ProfileUSE
- Service HistorySERVICE
From Traditional Manufacturing
to a Two-Engine Digital Business
ENGINE 01Connected Products
+Product, vehicle, and IoT capabilities
ENGINE 02Rider Operations
Profiles, service, and long-term relationships
Own the Data Journeyand You Shapethe Brand's Future
In connected consumer products and e-mobility, brands need visibility into both product movement and customer relationships. That is how a channel-dependent manufacturer becomes a genuinely data-driven operator.