Case Studies

Selected case studies in enterprise transformation.

A closer look at the challenges, the approach, and the measurable outcomes across representative engagements.

01 · AI Enablement · Enterprise Content

Transforming Enterprise Content Discovery with AI

Paramount

Led Paramount’s enterprise strategy for AI-powered content discovery, introducing practical AI capabilities that transformed how creative, production, marketing, licensing, legal, and operations teams searched, discovered, and reused content across one of the industry’s largest media ecosystems.

The initiative evolved from an earlier AWS Rekognition workflow I introduced to tag photography during live events. As image and video AI capabilities advanced, I partnered with Archives, Engineering, Legal, Security, and business teams to develop what became Paramount AI Search.

Minutes of enterprise video content indexed using AI-powered search and discovery.: 570,000+
Reported time savings when locating specific audio or video moments and identifying where source media could be retrieved.: 70%+
Enterprise digital-library ecosystem connected through Media Asset Management workflows supporting AI indexing.: 100+ PB

The challenge

As Paramount’s content ecosystem expanded across brands, productions, and business units, finding the right media became increasingly difficult.

Traditional metadata, inconsistent tagging, and fragmented repositories slowed creative decision-making, duplicated effort, and limited the value of the company’s content library.

Strategic leadership

Championed the enterprise vision for practical AI-powered content discovery, building on earlier AI tagging initiatives.
Represented the needs of more than twenty brands, creative marketing teams, internal production groups, Clip Licensing, Legal, and business operations teams.
Partnered with Archives, Engineering, Product, Legal, Security, Operations, and vendor teams to define strategy, governance, approved use cases, and implementation priorities.
Led evaluation of multiple AI indexing platforms and selected Canto AI based on search quality, semantic understanding, scalability, and lower model-maintenance requirements.
Designed workflows connecting Paramount’s Media Asset Management environment to the AI indexing platform.

Leadership insight

Enterprise AI succeeds when it solves a real operational problem and fits naturally into the way people work.

By prioritizing accuracy, security, governance, workflow integration, and measurable business value, AI became a trusted productivity capability rather than an isolated experiment.

Executive capabilities demonstrated

Enterprise AI StrategyExecutive SponsorshipEnterprise TransformationCross-Functional LeadershipAI GovernanceProduct & Vendor EvaluationWorkflow ArchitectureOrganizational AdoptionChange ManagementOperational Excellence

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02 · AI · Enterprise Workflow Automation

AI-Assisted Promotional Content Automation

Paramount

Led the media workflow and collaborated on operational design of an AI-assisted promotional content workflow connecting campaign planning, content discovery, automated clip selection, graphics generation, cloud review, and production services into a unified production workflow.

Rather than replacing creative teams, the initiative focused on automating repetitive production work, accelerating content creation, and enabling editors, producers, and designers to spend more time on creative decision-making instead of manual production tasks.

Reported reduction in manual production time for targeted promotional workflows.: 50%+
Operational adoption supporting multiple Paramount entertainment brands.: Multi-Brand
Expanded promotional output without proportional resource growth.: Scalable

The challenge

Producing promotional content at enterprise scale required significant manual effort across campaign planning, media selection, graphics creation, versioning, approvals, review cycles, and final delivery.

As demand for digital and social content continued growing across multiple entertainment brands, existing workflows became increasingly difficult to scale without adding proportional resources.

Strategic leadership

Helped define the enterprise vision for AI-assisted promotional workflows focused on augmenting creative teams rather than replacing them.
Partnered across Operations, Engineering, Creative, Production, and technology partners to design an end-to-end automated production workflow.
Connected various services via API including Airtable, Quickture, Adobe After Effects, Frame.io, Data Clay and cloud production services into a unified production ecosystem with a custom UI.
Established operational workflows, governance, user adoption strategies, and continuous improvement processes.
Focused automation on repeatable production activities while preserving creative oversight and editorial judgment.

Leadership insight

Successful workflow automation is not about removing people from the process. It is about removing unnecessary work from the process.

The most effective AI initiatives don’t replace creativity—they create more time for it.

Executive capabilities demonstrated

Enterprise AI StrategyWorkflow AutomationCreative OperationsEnterprise ArchitectureCross-Functional LeadershipCloud ProductionOrganizational AdoptionProcess TransformationOperational Excellence

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03 · Operating Model · Organizational Transformation

Building Centralized Enterprise Production Media Services

Paramount

Built and led Paramount’s centralized U.S. Production Media Services organization, bringing previously distributed teams, responsibilities, technologies, and workflows into a coordinated shared-services operating model.

The organization supported content creation, production and post-production, cloud collaboration, media access, archives, AI-powered discovery, live workflows, streaming support, review and approval, and finishing services across a diverse portfolio of brands and business organizations.

Staff and Contractor professionals organized within a centralized, multi-regional service organization.: 30+
Enterprise users supported across production, creative, marketing, streaming, archive, and content-management environments.: 20,000+
Brands and business organizations served through a coordinated shared-services model.: 20+

The challenge

Production media services had evolved independently across brands, facilities, technologies, and operating teams. This created inconsistent service models, fragmented ownership, duplicated capabilities, uneven governance, and limited visibility into enterprise priorities and performance.

Paramount needed a more scalable operating model that could support increasingly complex production requirements while improving consistency, accountability, collaboration, and operational efficiency.

Strategic leadership

Consolidated previously distributed teams and responsibilities into a centralized, multi-regional shared-services organization.
Defined a comprehensive service catalog spanning production media operations, cloud collaboration, archives, AI search, live and streaming workflows, review and approval, media access, and graphics finishing.
Established leadership structures, operating standards, governance, service ownership, dashboards, KPIs, executive reporting, and performance-review processes.
Developed managers and emerging leaders while clarifying accountability across teams, facilities, technologies, and client groups.
Expanded organizational scope and service capabilities without requiring proportional headcount growth.

Leadership insight

Centralization creates value only when it improves the customer experience.

The objective was not simply to combine teams. It was to build a connected organization with clearer accountability, stronger leadership, consistent services, and the ability to scale as business needs changed.

Executive capabilities demonstrated

Organizational DesignShared Services StrategyEnterprise TransformationOperational LeadershipLeadership DevelopmentChange ManagementService DeliveryGovernanceCross-Functional LeadershipExecutive ReportingOperational ExcellenceScalable Operating Models

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04 · Hybrid Cloud Workflow · Business Continuity

Transforming Cloud Collaboration & Distributed Production

Paramount

Led the transformation of production and post-production collaboration by connecting facilities, cloud platforms, on-prem servers, remote teams, and external production partners through scalable distributed workflows.

The strategy reduced dependence on physical media movement and facility-specific infrastructure while creating a more flexible operating model for creative collaboration, remote production, and business continuity.

Production and post-production collaboration enabled across major U.S. facilities and remote teams.: Multi-Site
Estimated annual savings associated with one facility consolidation enabled by the distributed operating model.: $2M
Remote-production approach adopted as a model by other teams during the COVID-19 pandemic.: Blueprint

The challenge

Production teams needed secure, reliable access to media and creative tools across locations, but many workflows remained tied to individual facilities, local infrastructure, and physical content movement.

As production became increasingly distributed, Paramount needed a consistent way to connect teams, facilities, cloud environments, and external partners without compromising performance, security, governance, or operational support.

Strategic leadership

Prepared production teams for remote and distributed work by moving critical workflows toward cloud-accessible and remotely operable environments.
Developed collaboration strategies using tools including LucidLink, AWS, Adobe Frame.io, Signiant, Aspera, Wildmoka, remote-access tools, and connected production platforms.
Connected production environments across New York, Los Angeles, Nashville, Studio City, Washington, and remote locations globally.
Established onboarding practices, access controls, storage quotas, security standards, governance, and user-support models.
Led facility transitions and workflow migrations while maintaining continuity for active productions and creative teams.

Leadership insight

Business continuity is strongest when it is designed into the operating model before a crisis occurs.

Because the workflows, tools, and support practices were already moving toward remote operation, the organization was better prepared to adapt when distributed work became an immediate business requirement.

Executive capabilities demonstrated

Cloud StrategyBusiness ContinuityDistributed OperationsEnterprise TransformationWorkflow ArchitectureCross-Functional LeadershipChange ManagementSecurity & GovernanceFacility TransformationVendor StrategyOperational ResilienceProduction Technology

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05 · Product Strategy · Platform Adoption

Modernizing Enterprise Content & Collaboration Platforms

Paramount

Led enterprise platform transitions and governance across Adobe Frame.io, OpenText, and other internal connected content-management and collaboration ecosystems.

The work established more consistent platforms, workflows, governance, and user experiences for thousands of production, creative, marketing, and business users while supporting the transition away from legacy systems.

Adobe Frame.io users supported through enterprise adoption and governance.: 7,000+
OpenText users supported across marketing, creative, archive, and content-access environments.: 12,000+
Global users supported across combined managed enterprise platforms.: 20,000+

The challenge

Multiple business units relied on fragmented review, collaboration, digital asset management, and content-access platforms.

Different workflows, metadata practices, permissions, retention models, administrative processes, and user experiences created operational complexity and made enterprise governance difficult to scale.

Strategic leadership

Directed enterprise adoption strategy for Adobe Frame.io and the transition from legacy review-and-approval platforms.
Led implementation and operational adoption of OpenText for marketing and creative asset management.
Established governance for permissions, metadata, lifecycle management, retention, security, user administration, and platform use.
Balanced platform standardization with the distinct workflow requirements of different brands and business organizations.

Leadership insight

Enterprise platform adoption is not complete when the technology launches.

Success depends on governance, operating ownership, user trust, workflow fit, training, communication, and a clear transition strategy from the systems being replaced.

Executive capabilities demonstrated

Product StrategyEnterprise Platform TransformationDigital Asset ManagementPlatform GovernanceOrganizational AdoptionChange ManagementVendor PartnershipWorkflow ModernizationCross-Functional LeadershipContent Lifecycle StrategyEnterprise OperationsUser Experience

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06 · Infrastructure · Operational Excellence

Modernizing Media Infrastructure & Enterprise Archives

Paramount

Led infrastructure consolidation, storage modernization, archive expansion, and large-scale content lifecycle initiatives across Paramount’s enterprise production environments.

The work connected facility strategy, operational continuity, archive services, capacity planning, cloud direction, and media access across a hybrid infrastructure exceeding 24 petabytes.

Hybrid production and content infrastructure supported across on-premises and cloud-connected environments.: 24+ PB
Source marketing media successfully ingested into the enterprise archive each year.: 3+ PB/year
Facility and business-unit environments consolidated into centralized production and archive operations.: Cross-Regional US

The challenge

Legacy storage environments, disconnected facilities, growing content volumes, archive backlogs, and changing business-unit requirements created cost, accessibility, scalability, and operational risk.

Paramount needed to consolidate infrastructure and improve content lifecycle management while protecting active productions and maintaining reliable access to business-critical media.

Strategic leadership

Consolidated production storage, workflows, and operational services across facilities and business units.
Led migrations involving New York, Los Angeles, Nashville, Showtime, Smithsonian, and CBS Marketing environments.
Expanded centralized archive services and established reporting for ingest, backlog, capacity, performance, and operational priorities.
Directed storage decommissioning and data migration initiatives while maintaining continuity for active productions.
Balanced immediate capacity and service needs with longer-term cloud, archive, content-access, and infrastructure strategy.

Leadership insight

Infrastructure transformation is ultimately a business-continuity challenge.

The work succeeds when teams can modernize platforms, move petabytes of content, consolidate facilities, and improve governance without disrupting the productions and people who depend on the environment every day.

Executive capabilities demonstrated

Infrastructure StrategyOperational ExcellenceArchive StrategyContent Lifecycle ManagementFacility ConsolidationProgram LeadershipBusiness ContinuityCapacity PlanningCloud StrategyRisk ManagementCross-Functional LeadershipEnterprise Operations

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