Coordinated journeys
Communication, experience and offers connected to customer stage, context and value.
06 · Making commerce agent-ready
We design journeys, data, platforms and operations for acquisition, relationships, retention, commerce, marketplaces and emerging revenue models.
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CRM, ecommerce, media, customer service and loyalty often operate as separate systems. Customers experience one relationship. Without shared data, rules and accountability, companies repeat messages, lose context, subsidize the wrong behavior and create friction between discovery and purchase.
What changes
Communication, experience and offers connected to customer stage, context and value.
Acquisition, activation, retention, frequency, value and churn managed as one system.
Channels, catalog, content, data and operations prepared for marketplaces, retail media and agents.
How we help
Segmentation, moments, journeys, rules, content, channels, metrics and operating model.
Identity, events, profiles, consent, audiences, decisioning and activation.
Value proposition, mechanics, benefits, communication, testing and program economics.
Experience, assortment, content, operations, media, conversion and growth.
Commercial proposition, inventory, data, measurement, incentives and governance.
APIs, catalog, identity, payments, policies and operations for agent-mediated purchasing.
Where it applies
How we make
Map customers, behavior, data, journey economics, channels and friction.
Choose segments, moments, offers, rules, metrics and capability priorities.
Design content, experience, data, automation, integrations and operations.
Activate tests and routines that improve relevance, conversion, retention and value.
Frequently asked questions
Automation is a tool. CRM is the relationship and decision system connecting data, segments, moments, content, channels, offers, service and metrics across the customer lifecycle.
We can cover strategy, architecture, selection, data design, journeys, content, integration, implementation and operations. The right composition depends on the existing stack and internal capability.
It is an environment where agents help people or businesses discover, compare and execute purchases. Participation requires catalog, availability, price, policies, identity, payment and fulfillment to be machine-readable and actionable.
Beyond opens and clicks, we use activation, incremental conversion, frequency, retention, churn, value, margin and contact cost. Tests and control groups help separate correlation from impact.
What we make
MAKINAI · Making commerce agent-ready