CAC Reduction
Personalizing the Prospect Experience to Convert the Right Customers at Lower Cost
A leading digital payments and financial services platform serving millions of users across Latin America deploys MAP to transform how prospects discover and convert on financial products.
The Challenge
This platform processes millions of transactions monthly across bill payments, mobile top-ups, and financial products. Despite massive traffic, conversion from free transaction users to paid financial product customers remained in the single digits. The generic product catalog showed every user the same insurance plans, credit options, and investment products regardless of their transaction history, financial behavior, or life stage. Marketing spend to acquire financial product customers was rising while conversion rates stagnated — the platform was paying to show irrelevant offers to people who would never convert.
The Solution
MAP’s Active Sensing analyzes each user’s transaction patterns, payment behaviors, and engagement signals to understand their financial context without requiring explicit surveys. Calibrated Beliefs model each user across financial knowledge (product understanding), mindsets (risk comfort, trust in digital finance), interests (which financial goals are implied by their behavior), abilities (income stability, savings capacity), and community (family financial obligations). Adaptive Pathways generate personalized product discovery sequences — a young professional making consistent bill payments and small investments sees a pathway from micro-savings to systematic investment plans, while a family user with variable income sees insurance-first pathways matched to their risk profile.
The Results
LTV Wealth Management
A digital wealth management platform serving retail investors deploys MAP to transform static financial plans into adaptive, lifelong pathways.
The Challenge
This wealth management platform onboards clients with a standard risk assessment questionnaire and generates a one-time financial plan. Within six months, most clients stop logging in. Life events — marriage, children, job changes, inheritance — go undetected, and plans become stale. The platform’s retention metrics show single-digit sustained engagement after the first quarter, and assets under management plateau as disengaged clients move to competitors offering more personalized experiences.
The Solution
MAP’s Active Sensing goes beyond the initial risk questionnaire to continuously understand each client’s evolving financial life. Through periodic conversational check-ins and analysis of financial behavior patterns, MAP detects life stage transitions before the client explicitly reports them. Calibrated Beliefs model each client across financial knowledge (investment literacy), mindsets (loss aversion, time horizon orientation), interests (ESG preferences, sector affinities), abilities (income trajectory, savings discipline), and community (family financial obligations, generational wealth context). Adaptive Pathways generate financial journeys that evolve with the client — a pathway that starts with emergency fund building automatically transitions to growth-oriented investing as savings targets are met, then shifts to preservation strategies as retirement approaches.
The Results
MAP transforms the wealth management relationship from a one-time plan into a continuous, adaptive experience. Clients receive personalized pathways that adjust to every life event, keeping them engaged because every interaction moves them closer to their financial goals. The platform sees improved client retention, higher assets under management per client, and reduced churn to competitors. Financial advisors spend less time on routine check-ins and more time on high-value planning conversations because MAP handles the personalized guidance between sessions.
