Rivian

Case Study 1: Standardizing Global Terminology and Diagnostic Workflows

Focus: Content Governance, Cross-Functional Leadership, and Information Design

  • Participated in and led the nomenclature group to create alignment on terminology across the company to reduce confusion and aid in comprehension.

  • Wrote and edited diagnostic content and trained diagnostic specialists to develop and submit their own content to scale content creation and empower knowledge holders to share tribal knowledge company wide.

  • Worked with a team of elite call center representatives and diagnostic specialists to develop over 150 troubleshooting workflows for call center use and AI chatbot ingestion to help customers solve concerns and reduce service center load and waiting periods.

    The Challenge: Terminology Chaos and Diagnostic Inconsistency

Context: At a major Electric Vehicle (EV) Manufacturer, rapid growth led to decentralized naming conventions for internal and external components, features, and tools. This nomenclature chaos caused friction between teams (Product, Engineering, Marketing, Service, Brand) and directly impacted the accuracy and efficiency of Service Technicians.

Goal 1 (Nomenclature): Establish a centralized, governed process for defining and approving all company-wide terminology to ensure consistency across all user-facing and internal content. Goal 2 (Workflows): Design, standardize, and train global service advisors and technicians on complex, multi-step diagnostic troubleshooting workflows to increase first-time fix rates and reduce administrative time.

My Strategy & Process

Nomenclature Governance

My initial role as a participant evolved into leading and formalizing the Nomenclature Committee.

  1. Process Formalization: I reorganized the weekly meeting structure and implemented a formal request intake process, migrating submissions from ad-hoc Slack messages/emails to a centralized project tracking tool (Jira).

  2. Cross-Functional Inclusion: I expanded attendance to include mandatory representation from Legal, Brand, and the requesting XFN team. This ensured that naming decisions were vetted for legal risk, brand alignment, and technical accuracy before implementation.

  3. Governance Artifacts: Maintained and enforced the single source of truth for all terminology on a central repository (Confluence/KB), ensuring all stakeholders had access to the final, approved list.

  4. Regulatory Compliance: Developed guidelines and tooling to ensure Right to Repair guidelines were strictly adhered to while balancing the release of sensitive information.

Diagnostic Workflow Information Design

As part of the Diagnostic Content team, I focused on designing and standardizing the information architecture for technical service documentation.

  1. User-Centric Design: The core users of this content were Service Advisors and Technicians. I co-developed over 80 troubleshooting workflows to ensure they provided accurate, consistent, and scalable guidance.

  2. Standardization (SSOC Workflow): I defined and championed the SSOC Troubleshooting Workflow (Steps 1: Concern, 2: Symptom, 3: Workflow). This standardized, 150+ symptom-based process ensured that every advisor followed the exact same troubleshooting steps, promoting consistency and gathering comprehensive data needed by engineers.

  3. Continuous Improvement: I worked with and helped develop an elite team of Service Advisors to analyze and revise existing workflows and ideate and develop new workflows to gain better symptom-based coverage and add scalability to the project.

  4. AI Integration: Worked with the AI development team to leverage workflow content to provide direct and adaptable troubleshooting steps directly to customers through the AI chatbot tool, resulting in problem resolution and service request creation without the need for human interaction.

Outcomes & Impact

This work transitioned content from reactive, decentralized documentation to a proactive, standardized, and governed operational system.

Strategic Outcome Specific Result Achieved Skills Demonstrated

Content Governance Formalized the Nomenclature Committee and standardized naming requests via Jira, ensuring XFN alignment on all company terminology.

Leadership, Change Management, Governance, Regulatory Compliance

Workflow Scalability Developed 80+ standardized diagnostic workflows and defined the terminology (e.g., Workflow Node, Test Boxes) for the Quest Editor, preparing the system for rapid expansion (e.g., R2 vehicle launch).

Information Architecture, Content Modeling, Training

Operational Efficiency The new SSOC Workflow was designed to reduce repeat concerns and prevent downstream delays by ensuring accurate, consistent data capture at the first step of the service process.

Process Optimization, Service Design

Key Takeaway: Content strategy in a technical environment is about process control. This project demonstrates the ability to lead content governance, define strategic architecture, and align highly technical XFN partners to drive business-critical standardization.

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