Monday, December 1, 2025

Key Questions CFOs Should Consider Regarding AI Agents

The rise of artificial intelligence (AI) agents is reshaping enterprise software across industries, fundamentally affecting design, delivery, and valuation. Leading platforms like SAP, Oracle, Salesforce, AWS, Google Cloud, and Microsoft Azure are integrating semi-autonomous AI “workers” that enhance productivity in areas such as finance, customer service, and procurement. CFOs must critically assess these AI solutions—not just as additional features but as strategic components that could redefine operational structures.

As foundational AI models become increasingly commoditized, differentiation among vendors is diminishing. CFOs should interrogate the uniqueness of each agent’s data access and model fine-tuning, ensuring they deliver genuine value rather than generic functionality. Moreover, the integration of AI agents within broader ecosystems is essential; siloed solutions risk being mere add-ons. Careful evaluation of pricing strategies and long-term implications is crucial to avoid past pitfalls in technology adoption. Ultimately, strategic questioning will guide effective deployment and maximize operational efficiency.

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