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AI is getting a lot of attention, but where does it actually create measurable impact?

In this episode of “What’s the BUZZ?”, host Andreas Welsch speaks with Ariana Smetana, CEO of AccelIQ Digital, about how finance teams can move from experimentation to real outcomes using AI in document processing and reporting.

Three key insights stand out:

- Start with the bottleneck, not the technology
Many finance teams still rely on manual spreadsheets to assemble and validate data. The real opportunity lies in addressing these operational constraints and enabling faster, more proactive decision-making.

- Balance probabilistic AI with deterministic accuracy
In finance, “almost right” is not acceptable. A layered approach of combining human validation, deterministic calculations, and AI-driven summarization ensures both speed and trust.

- Keep humans in control to build trust and adoption
AI should augment, not replace, domain expertise. Embedding human oversight across the process is critical to ensuring accuracy, security, and confidence in outputs.

A practical reminder: successful AI adoption is not about doing everything or about doing something flashy. It is about solving the right problem, in the right way, with the right level of control.

Listen to the full episode for a grounded perspective on applying AI where precision truly matters.

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Disclaimer: Views are the participants’ own and do not represent those of any participant’s past, present, or future employers. Participation in this event is independent of any potential business relationship (past, present, or future) between the participants or between their employers.


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