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Generative AI: Use cases, applications, solutions and implementation

Generative AI demonstrates versatile applications across diverse industries, leveraging its capacity to create novel content, simulate human behavior, and generate innovative outputs based on learned patterns.

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GenAI in Biopharma

GenAI in Biopharma: Use Cases, Operating Model and Governance

Biopharma is one of the strongest industries for generative and agentic AI because its work sits at the intersection of regulated documents, structured data, scientific judgment, exception management, and controlled handoffs.

AI in Sales Closure

AI in Sales Closure and Order Entry: Processes, Sub-processes, and Use Cases

Sales closure and order entry combine judgment-intensive commercial work with high-volume document handling, cross-system validation, and governed system updates.

AI in FP&A

AI in financial planning and analysis: Mapping functions, processes and sub-processes across the operating model

AI changes FP&A work by analyzing structured and unstructured planning artifacts before a finance professional opens them, connecting information across systems, and preparing the evidence required for review.

AI in CRM processes

AI in Customer Relationship Management: Processes, Use Cases, and Enterprise Operating Model

AI opportunities in CRM become clearer when the operating model is decomposed across functions, processes, and sub-processes.

AI in Revenue Cycle Management for Healthcare

AI in Healthcare Revenue Cycle Management: Operating Model, Functions, Processes and Sub-processes

Organizations should prioritize AI in RCM investments based on operational impact, implementation readiness, and governance requirements, not according to the apparent sophistication of the underlying model.

AI use cases in opportunity management

AI in Opportunity Management: Use Cases, Operating Model and Agentic Workflows

AI changes opportunity management by improving how organizations assemble evidence, interpret signals, identify exceptions and coordinate work across systems

AI use cases in dispute and deduction management

AI in Dispute and Deduction Management: Use Cases Across the Operating Model

Organizations should prioritize AI application in deduction management based on evidence availability, recovery potential, reviewer accountability, and the financial consequences of an incorrect decision.

AI use cases in Order Management

AI in Order Management: Processes, Use Cases, and Operating Model

The most valuable AI opportunities emerge when order management is mapped beyond broad process labels and into the specific activities that make up the work.

AI for cash application

AI for Cash Application: Use Cases, Operating Model, and Agentic Workflows

AI is transforming cash application by moving the function from manual reference lookup and spreadsheet-based matching toward evidence-linked, exception-driven work.

AI for Collection Management

AI for Collection Management in Accounts Receivable: Use Cases and Operating Model

Investment and brokerage is a prime domain for generative and agentic AI because workflows intersect client records, research documents, portfolio data, regulatory requirements, exceptions, and operational handoffs.

AI for Account Management

AI in Account Management: RevOps Use Cases, Workflows, and Operating Model

AI creates the most value in account management when it is applied to workflows that require repeated analysis, information consolidation, structured decision preparation, and coordination across revenue teams.

AI for Sales Operations

AI for Sales Operations: High-Value Use Cases Mapped to the Revenue Operating Model

Investment and brokerage is a prime domain for generative and agentic AI because workflows intersect client records, research documents, portfolio data, regulatory requirements, exceptions, and operational handoffs.