CROSVA
CROSVASG
Multi-Channel Customer Attribution & Predictive ROAS
Marketing Intelligence01 / 03Predictive Analytics

Multi-Channel Customer Attribution & Predictive ROAS

Replacing guesswork with unified attribution modeling, conversion trajectory forecasting, and real-time revenue telemetry.

Multi-Touch Attribution · Real-Time ROAS Telemetry
/ Commercial Intelligence & Intent Mining

AI Marketing Analytics &
Customer Intelligence.

Transform fragmented campaign data, customer inquiries, feedback channels, and reviews into clear, actionable commercial intelligence. Built for CMOs, commercial directors, and business owners in Singapore who want genuine decision-making clarity rather than vanity dashboard graphs.

/ Key Question & Direct Definition

How does AI marketing analytics help Singapore businesses make better commercial decisions?

AI marketing analytics combines quantitative campaign metrics with natural language customer intent mining—extracting actionable purchase drivers and conversion friction points from sales notes, customer inquiries, and feedback while stripping out personal data (PII) to comply with Singapore PDPA standards.

Reference: IMDA Singapore — Model AI Governance Framework (Data Quality & Minimisation)
01. Analytical Indicators

Common symptoms of
marketing intelligence blind spots.

Growing businesses often generate extensive digital data but lack actionable clarity on what drives revenue.

Marketing Analytics & Intelligence Studio
Live Semantic Attribution · PII Stripped
Commercial Intelligence

Structured Intent Mining & Closed-Loop Revenue

We connect qualitative customer language—from sales emails, WhatsApp, and form submissions—with CRM revenue milestones, uncovering true buying drivers and eliminating wasteful ad spend.

+25%Lead Qualification
100%PII Redacted
10+ hrsSaved Monthly
Symptom 01

Vanity Metric Overload

Dashboards flooded with clicks, impressions, and bounce rates that look positive in slide decks but offer zero visibility into genuine revenue conversion.

Symptom 02

Unmined Customer Language

Inbound emails, WhatsApp chats, and client notes sitting in silos, leaving recurring objections, pricing questions, and purchase triggers undiscovered.

Symptom 03

Attribution Disconnect

Inability to verify which marketing campaigns deliver high-margin closed deals versus low-intent inquiries that waste sales team hours.

02. Intelligence Capabilities

Four intelligence capabilities
we deliver to commercial leaders.

Moving beyond basic web counters to structured customer intent extraction and conversion attribution.

Capability 01

Qualitative Intent Mining

Natural language processing categorizing incoming inquiry text, customer reviews, and support logs into structured buying intent.

Capability 02

Commercial Attribution

Multi-touch journey modeling connecting initial campaign engagement to actual signed revenue in your CRM.

Capability 03

Anomaly Detection

Algorithmic monitoring detecting unexpected spikes in acquisition cost or drop-offs in landing page conversion before budget is lost.

Capability 04

Executive Plain-Text Briefs

Automated weekly intelligence briefs explaining *why* numbers changed and identifying high-yield tactical optimizations.

Analytics Comparison Matrix

Standard Quantitative Dashboards vs. CROSVA AI Qualitative Intent Intelligence

Analysis DimensionStandard DashboardCROSVA AI Intent PipelineCommercial Value for Singapore Leaders
Data FocusSurface counts: clicks, page views, and bounce ratesUnderlying semantic intent: buying objections and prioritiesExplains *why* visitors converted or abandoned
Unstructured TextIgnored or manually read line-by-lineAutomated NLP clustering across sales emails and WhatsAppSynthesizes 500+ inquiries into top 3 business triggers
Revenue ConnectionLast-click ad platform bias with disconnected CRMFull multi-touch attribution to closed revenue in CRMReveals which channels generate profitable lifetime clients
Data Protection (PDPA)Personal data copy-pasted unredactedAutomated PII scrubbing before model processingGuarantees strict compliance with Singapore PDPA standards
Next Architecture Focus

Review phased engineering timeline or start scoping