With the increased industry exposure of the power of machine learning, it's not surprising that companies are starting to appreciate the power of machine learning in the back office. The report shows how AI can help speed the on-boarding of new reconciliations. The other major machine learning contribution that can be achieved is in providing dramatic improvements to matching rates and match accuracy. A time and cost saving that applies on an ongoing basis and is the gift that keeps on giving.