As firms look ahead to 2026, expectations around accounting technology has become more grounded. Reporting from Accounting Today suggests the coming year will be defined less by experimentation and more by tightening how technology is used, measured, and governed.

After several years of rapid adoption, many firms are reassessing whether new tools, particularly AI, are delivering clear operational or financial value. 

AI remains central to this shift, but the conversation has changed. Many firms adopted AI quickly out of concern they would fall behind, only to find implementation was more complex and costly than expected. In some cases,

AI-generated outputs created additional review and correction work rather than reducing it. These experiences are pushing firms to focus on governance, reliability, and audibility instead of novelty. 

Tammy Coley of BlackLine noted that the question of whether to adopt AI is largely settled, and attention is now on execution and data integrity. Firms are increasingly prioritizing explainable AI that supports internal controls and produces results that can be reviewed and defended.

Todd McElhatton of Zuora echoed this view, arguing that 2026 will be about proving value, with CFOs expecting measurable improvements such as faster closes and cleaner forecasts. 

Another trend shaping 2026 is the simplification of tech stacks, where firms are moving away from large collections of point solutions and toward fewer, more integrated platforms. The emphasis is shifting to tools that reduce manual work and fit into existing workflows, rather than adding complexity.