Connected Vehicle AI Platform General Motors

General Motors — One View of the Customer AI Platform.

GM partnered with IBM Consulting to design and deploy the One View of the Customer (OVOC) AI platform — modernizing customer data management and powering personalized engagement at scale.

66
Participants Across GM Units
114
Use Cases Developed
20
Cross-Functional Workshops
4
Validated CX Use Cases
5
Features Shipped
GM OVOC platform
Client
General Motors / OnStar
Role
Executive Design Director, IBM Consulting + IBM Garage Program Lead
Key Output
OVOC AI Decisioning Engine, Validated Use Cases, CX Journey mapping
Scope
Enterprise operations platform + consumer-facing app
Methods
Use Case Mapping Systems Design AI/ML Integration Rapid Iteration Enterprise Design Thinking

The challenge

GM's customer data was fragmented across dozens of disconnected systems. Without a unified view, it was impossible to deliver the personalized experiences modern drivers expect — and the business felt it: missed subscription revenue, poor trial-to-conversion rates, and a growing gap between what GM knew about their customers and what they could actually do with that knowledge.

They needed a customer-centric approach to capture, quantify, and prioritize demand through the initiative — identifying the link between user behaviors and business value, and laying the groundwork to validate desired outcomes at scale.

GM OVOC platform

The solution

We unified GM's fragmented customer data into a single AI-powered decisioning engine.

OVOC Logo

The One View of The Customer Platform (OVOC) is a modern information and data architecture solution that creates customer-centric event data — delivering personalized, timely, and frictionless experiences across every GM touchpoint, from the vehicle itself to the OnStar advisor to the dealership relationship.

We ran 20 workshops, conducted 28 validation sessions, and developed 114 use cases across four workstreams — then ruthlessly prioritized them down to 4 validated CX use cases, each backed by prototypes and end-to-end future-state journeys ready for engineering delivery.

The platform was built on four interconnected capabilities:

🔗
Unified Data Layer

Connected fragmented data sources — Axciom, C360, OnStar, Siebel, My Rewards — into a single customer-centric view across GM's enterprise, enabling a complete picture of every driver for the first time.

🤖
AI Decisioning Engine

Powered next best action, real-time contextual offers, and personalized content delivery based on individual customer behavior, vehicle data, and lifecycle stage — shifting GM from reactive to predictive.

🗺️
Customer Journey Design

End-to-end future-state journey maps across the full vehicle ownership lifecycle — acquisition, onboarding, engagement, renewal, and advocacy — each validated with real users and tied to measurable business outcomes.

📈
LTV Use Case Framework

A prioritization model linking customer lifetime value to specific experience investments — enabling GM to make confident, data-backed decisions about where to focus design and engineering resources for maximum return.


What I did

As Executive Design Director and IBM Garage Program Lead, I led the end-to-end experience design — from use case mapping and platform strategy through product design and production handoff to develop and evaluate strategically aligned use cases for GM OVOC.

GM OVOC process
🎯
Value Orchestration Framework

Developed a structured methodology for identifying, evaluating, and prioritizing AI use cases based on business value, feasibility, and customer impact — moving beyond wishful thinking to a disciplined pipeline of high-confidence opportunities.

🗺️
Customer Journey Mapping at Scale

Mapped the end-to-end customer lifecycle across GM's major touchpoints — identifying the highest-friction moments and the biggest opportunities for intelligence to create genuine value rather than surveillance-driven personalization.

🤝
Use Case Co-Creation

Facilitated cross-functional workshops bringing together data science, product, marketing, and customer service teams to co-create AI use cases with clear value hypotheses, success metrics, and responsible AI guardrails.

🧪
Experience Prototyping

Designed prototype experiences that illustrated what the "One View" vision looked and felt like in practice — helping stakeholders visualize the future state and build conviction for the investment required to get there.


What we delivered

A next-generation connected vehicle platform delivering four validated CX use cases — Personalized Over-The-Air Vehicle Enhancements, Intelligent Part Recommendations, Predictive Service Actions, and Real-Time Route Monitoring — all unified through a shared real-time data architecture that transforms customer data into proactive value at every touchpoint.

GM OVOC platform
GM OVOC platform
Four Enhanced Customer-Centric Journeys. 114 Use Cases Developed. One View of the Customer.
GM OVOC platform
Personalized Over-The-Air Vehicle Enhancements
GM OVOC platform
Intelligent Part Recommendations
GM OVOC platform
Predictive Service Actions
GM OVOC platform
Real-Time Route Monitoring
GM OVOC platform
Real-Time Route Monitoring went from IBM Garage prototype to production.
The use case developed through the OVOC program was selected as a featured capability in the latest release of the OnStar Guardian App — taking it from design to a live product used by GM customers globally.

OnStar Guardian Video


Measurable impact and value delivered

🗺️
Strategic Alignment at Scale

114 use cases documented and prioritized — creating a shared design mandate across engineering, product, and operations that eliminated misalignment and accelerated delivery across a large cross-functional organization.

🚀
Production-Shipped Features

5 features from the OVOC initiative shipped to production — including the OnStar Guardian App, which reached millions of subscribers and established a new consumer touchpoint for the GM brand.

📈
Platform Transformation

Shifted OnStar from a purely reactive emergency service to a proactive, AI-assisted connected vehicle platform — laying the foundation for GM's next generation of mobility services and subscription revenue.

66
Participants Across GM Units
114
Use Cases Developed
20
Cross-Functional Workshops
4
Validated CX Use Cases
5
Features Shipped
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