Companies seeking to implement artificial intelligence should approach adoption with careful planning and strategic consideration rather than rushing into full-scale deployments, according to Mel Walker, Managing Director and Data & AI Practice Leader at CohnReznick. The accounting and advisory firm, which provides services across finance, healthcare, retail and manufacturing sectors, has seen increasing client demand for AI guidance as businesses prepare for the technology's widespread integration.
Walker emphasizes that many clients are currently in the learning and exploration phase, understanding what AI capabilities already exist within their current applications. CohnReznick helps organizations prepare for AI rollouts by ensuring proper policies, processes, and data optimization are in place before implementation. Walker frequently finds that companies overestimate their data readiness, noting there is always room for improvement in data quality and organization.
The approach to AI adoption should be practical and targeted, according to Walker. "Use AI where it makes sense, don't use AI for the sake of AI," she advises, using the analogy: "I always say kill a fly with a fly swatter, not a sledgehammer." She recommends businesses start their AI journey with existing tools that already incorporate AI capabilities, such as Hubspot for customer relationship management or Salesforce for sales leads, allowing companies to familiarize themselves with AI functionality before implementing new systems.
Walker predicts AI adoption will follow a slow and steady trajectory, particularly among C-suite executives who will cautiously test the waters before full implementation. Trust and security concerns will determine whether companies move forward with AI deployments, with questionable or insecure systems being rejected despite their potential benefits. While excited about AI's potential for improving productivity and efficiency, Walker urges companies to avoid going "full throttle" without proper consideration and planning.
Regarding workforce concerns, Walker argues that predictions about AI eliminating jobs are overstated. She believes AI will ultimately augment human work rather than replace workers, potentially leading to improved work-life balance including the possibility of a four-day work week. The technology represents a permanent shift in business operations rather than a temporary trend, making thoughtful implementation crucial for long-term success. Companies must balance enthusiasm for AI's potential with practical considerations about data readiness, security, and appropriate use cases to ensure successful integration.
