Revenue growth of 11% fell below guidance primarily due to the delayed closing of two large, complex LLM data training contracts that remain active in the pipeline. Management achieved a second consecutive year of positive operating profit and ninth quarter of free cash flow through disciplined cost management despite top-line headwinds. The company successfully transitioned 60% of ARR to multi-year contracts, up from 49%, indicating deeper enterprise embedding and improved revenue visibility. AI-re ...