Metric Definitions Split Across Channels
E-commerce, stores, private-domain traffic, distributors, and supply-chain systems often calculate the same metric differently, so headquarters cannot see one trusted operating truth.
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SwiftMetrics Ontology FoundationSemantic capability for AI-callable enterprise dataData AgentNatural-language analytics and decision intelligenceClawTeams AI TeamGoal-driven AI team collaboration and deliveryDataHub Data AssetsCompliant data product marketplace with PSISwiftXDP Multi-Entity Tag PlatformMulti-entity tags and customer intelligenceSwiftMA Marketing AutomationCreate, execute, and optimize personalized marketing strategies
Consumer BrandsMembers, channels, inventory, and growth loopsRetail ChainsHQ-region-store operating agentsState-Owned GroupsData elements and management decisionsHigh-Tech ManufacturingQuality, delivery, and inventory attributionBankingTrusted Q&A, risk, and customer journeysSecuritiesAUM, advisory service, and asset operations
Consumer Brands
Consumer Brands
Consumer Brands solution powered by metrics semantic ontology and Data Agent capabilities, helping enterprises become Data AI Ready and upgrade decision intelligence.
Industry
Consumer Brands
Pain Signals
5
Know-how / Cases
4 / 3
INDUSTRY AGENT
Consumer
Channel
Product
Inventory
Campaign
Margin
SEMANTIC
ANALYTIC
ACTION
Industry Intelligence
Consumer Brands
Consumer Brands solution powered by metrics semantic ontology and Data Agent capabilities, helping enterprises become Data AI Ready and upgrade decision intelligence.
SwiftMetricsData AgentSwiftXDP + SwiftMAClawTeams
PainMetric Definitions Split Across Channels
SolutionOmnichannel Consumer Operating Ontology
ValueFrom metric definition to store operations, regional management, and scenario-based decision analysis.
Pain Points
Where business teams get blocked before AI can work.
Consumer Identity and Lifecycle Are Fragmented
OneID, membership, mini-program, store, and campaign data are difficult to align, making segmentation, repurchase prediction, and churn warning hard to operationalize.
Marketing Budget Cannot Be Traced to Action
Campaign cost, channel execution, store conversion, and member repurchase are disconnected, so growth teams struggle to decide which action should be scaled.
Product, Channel, and Inventory Rhythm Are Misaligned
New product launch, replenishment, distributor inventory, and terminal sales signals do not form a closed loop, creating both stock-out and overstock risks.
Business Teams Wait for Analysis
Brand, channel, product, and supply-chain teams need fast answers, but traditional BI and report development cannot keep up with daily operating decisions.
Solution Advantages
Turn metrics, agents, and actions into one operating loop.
Omnichannel Consumer Operating Ontology
Use SwiftMetrics to align consumer, product, channel, store, inventory, and finance metrics into a reusable semantic layer for headquarters and frontline teams.
Agentic Growth Diagnosis
Data Agent lets teams ask why conversion, repurchase, SKU margin, or inventory health changed, then returns attribution, drill-down paths, and suggested actions.
Closed-Loop Campaign and Supply Actions
SwiftXDP, SwiftMA, and ClawTeams connect tags, strategies, tasks, and results so growth actions move from insight to execution and review.
Data Asset Reuse for Brand Ecosystems
DataHub packages trusted metrics, tags, and scenario templates into reusable assets for brand headquarters, agencies, distributors, and channel partners.
Industry Know-how
Reusable field method for Data AI Ready transformation.
Start From People-Goods-Channel Metrics
Do not start with dashboards. Build the consumer, SKU, channel, store, and inventory metric tree first.
Metric TreeMake Campaign ROI Explainable
Connect cost, exposure, conversion, repurchase, and margin so every campaign has a traceable action path.
ROI TraceClose the Store and Distributor Loop
Push headquarters insights into regional and terminal execution tasks, then collect feedback into the metric layer.
Execution LoopPackage Reusable Scenario Assets
Reuse launch review, membership churn, SKU health, and replenishment templates through DataHub.
Scenario AssetCustomer Cases
Representative landing scenarios across leading enterprises.
Juewei Food Metrics Platform Project
DigitForce aligned metric definitions across group, regional, store, and franchise scenarios, turning scattered operating data into a governed metric asset.
Pain：Large-scale store and franchise operations created metric islands across departments and systems.
Solution：SwiftMetrics standardized metric logic, exposed APIs, and made key operating metrics usable by business teams.
Value：From metric definition to store operations, regional management, and scenario-based decision analysis.
Leading Dairy Brand User Growth Project
DigitForce supported refined user operations around membership, product preference, consumption frequency, and channel behavior.
Pain：Consumer journeys and product preferences were fragmented across channels.
Solution：SwiftXDP and SwiftMA built 360-degree profiles, segment strategies, and campaign feedback loops.
Value：From consumer tags to lifecycle strategy and campaign result analysis.
Consumer Goods Brand Data Asset Platform
A global FMCG data asset platform connected metric governance with business-facing data products for brand, sales, and operation teams.
Pain：Data assets were hard to find, trust, and reuse across business teams.
Solution：SwiftMetrics and DataHub organized metric assets, permissions, and consumption paths.
Value：From data asset inventory to trusted usage in daily brand operations.
Pain Signals
Industry Pain Points
Metric Definitions Split Across Channels
E-commerce, stores, private-domain traffic, distributors, and supply-chain systems often calculate the same metric differently, so headquarters cannot see one trusted operating truth.
Consumer Identity and Lifecycle Are Fragmented
OneID, membership, mini-program, store, and campaign data are difficult to align, making segmentation, repurchase prediction, and churn warning hard to operationalize.
Marketing Budget Cannot Be Traced to Action
Campaign cost, channel execution, store conversion, and member repurchase are disconnected, so growth teams struggle to decide which action should be scaled.
Product, Channel, and Inventory Rhythm Are Misaligned
New product launch, replenishment, distributor inventory, and terminal sales signals do not form a closed loop, creating both stock-out and overstock risks.
Business Teams Wait for Analysis
Brand, channel, product, and supply-chain teams need fast answers, but traditional BI and report development cannot keep up with daily operating decisions.
Agent Solution
Solution Advantages
Omnichannel Consumer Operating Ontology
Use SwiftMetrics to align consumer, product, channel, store, inventory, and finance metrics into a reusable semantic layer for headquarters and frontline teams.
Agentic Growth Diagnosis
Data Agent lets teams ask why conversion, repurchase, SKU margin, or inventory health changed, then returns attribution, drill-down paths, and suggested actions.
Closed-Loop Campaign and Supply Actions
SwiftXDP, SwiftMA, and ClawTeams connect tags, strategies, tasks, and results so growth actions move from insight to execution and review.
Data Asset Reuse for Brand Ecosystems
DataHub packages trusted metrics, tags, and scenario templates into reusable assets for brand headquarters, agencies, distributors, and channel partners.
Industry Know-how
How to Make Industry Data AI Ready
A Data Agent only works when industry concepts, metrics, roles, permissions, and execution workflows are modeled together.
Metric Tree
Start From People-Goods-Channel Metrics
Do not start with dashboards. Build the consumer, SKU, channel, store, and inventory metric tree first.
ROI Trace
Make Campaign ROI Explainable
Connect cost, exposure, conversion, repurchase, and margin so every campaign has a traceable action path.
Execution Loop
Close the Store and Distributor Loop
Push headquarters insights into regional and terminal execution tasks, then collect feedback into the metric layer.
Scenario Asset
Package Reusable Scenario Assets
Reuse launch review, membership churn, SKU health, and replenishment templates through DataHub.
Customer Cases
CASE
CASE
CASE
Customer Cases
SwiftMetrics
Juewei Food Metrics Platform Project
DigitForce aligned metric definitions across group, regional, store, and franchise scenarios, turning scattered operating data into a governed metric asset.
Pain: Large-scale store and franchise operations created metric islands across departments and systems.
Solution: SwiftMetrics standardized metric logic, exposed APIs, and made key operating metrics usable by business teams.
Value Path: From metric definition to store operations, regional management, and scenario-based decision analysis.
Improved self-service data access and metric reuse efficiency
SwiftXDP / SwiftMA
Leading Dairy Brand User Growth Project
DigitForce supported refined user operations around membership, product preference, consumption frequency, and channel behavior.
Pain: Consumer journeys and product preferences were fragmented across channels.
Solution: SwiftXDP and SwiftMA built 360-degree profiles, segment strategies, and campaign feedback loops.
Value Path: From consumer tags to lifecycle strategy and campaign result analysis.
Built accurate consumer profiles and reusable growth playbooks
SwiftMetrics / DataHub
Consumer Goods Brand Data Asset Platform
A global FMCG data asset platform connected metric governance with business-facing data products for brand, sales, and operation teams.
Pain: Data assets were hard to find, trust, and reuse across business teams.
Solution: SwiftMetrics and DataHub organized metric assets, permissions, and consumption paths.
Value Path: From data asset inventory to trusted usage in daily brand operations.
Accelerated enterprise data democratization