But maturity is not the end point. Without regular audits, it's easy to miss out on new risks: model degradation, loss of ROI, or blocking scaling. Check regularly to see if your system is ready for growth, from new scenarios to new markets.

AI does not produce a business effect without maturity: models don't make it to production, solutions don't scale, and budgets don't pay off. The lack of pipeline, monitoring and the role of AI in business processes directly affects ROI, Time-to-Value and NPS.
It's time to conduct an audit and build a strategy so that disparate initiatives begin to deliver measurable value