A practical roadmap for cutting through AI hype, prioritizing high-value use cases, and turning AI agents into measurable impact.

NEW YORK CITY, NEW YORK / ACCESS Newswire / January 15, 2026 / Across industries, leaders are asking the same question: with so many possible AI agent use cases, which ones are actually worth building? To help answer it, global technology company C&F has published a white paper, " The BIG AI Framework: A Practical Framework for Identifying and Assessing High-Value Use Cases for AI Agents ."

The publication lays out a five-phase framework that guides teams from initial ideas to a clear go/no-go decision on AI agent initiatives. Rather than chasing one-off pilots, it helps organizations treat AI agents as part of a deliberate portfolio of investments.

Authored by Marcin Ludzia, PhD, AI/ML Technical Practice Lead at C&F, the BIG AI Framework was developed for enterprises that need to balance ambition with accountability. It brings together business value, technical feasibility, and risk in a single, repeatable approach.

"The real challenge in enterprise AI is not proving that models work," said Marcin Ludzia. "It's deciding where they should work first and having a defensible way to say ‘yes' to the few initiatives that matter and ‘no' to the many that don't."

Turning AI Ambition Into a Concrete Plan
The white paper walks readers through:

  • Systematic discovery of AI agent opportunities tied to real business problems and processes.

  • Feasibility assessment across data, architecture, security, and regulatory constraints.

  • Value and complexity scoring, making prioritization transparent to both business and technology stakeholders.

  • Optional, lightweight validation, so teams can test critical assumptions before committing full budgets and timelines.

By combining these elements, the framework gives organizations a repeatable way to identify AI agent use cases that are both realistic and worth the investment.

From Use Cases to Safe Deployment
As AI becomes embedded in day-to-day work, many organizations are also wrestling with questions of safety, governance, and control. Ludzia addresses these issues in his article " Navigating Safe AI Deployment in Enterprise Organizations ," which outlines practical guardrails for data, models, monitoring, and user behavior and makes a natural companion to the framework for leaders responsible for both innovation and risk.

Together, the white paper and the safe deployment article offer enterprises a concrete way to move from scattered AI experiments to a focused, risk-aware roadmap for AI agents, answering both "What should we build?" and "How do we keep it safe?"

About C&F
C&F is a global technology company focused on advanced data solutions, analytics, and AI for large enterprises, especially in highly regulated industries. For more than 20 years, C&F has helped organizations design, build, and run data-driven platforms that turn complex information into trusted, actionable decisions.

Contact:
Rafal Imielski
Email : [email protected]
Phone : +48 22 323 73 60

SOURCE: C&F SA



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