09/07/2026
65% of industrial companies plan to adopt AI by the end of 2026. Less than 20% report material financial impact from what they have already invested, according to Deloitte's 2026 Manufacturing Outlook.
Rockwell's State of Smart Manufacturing 2026 shows the same gap: 90% of manufacturers call digital transformation essential, only 34% of operations are AI-augmented.
Our co-founder Darwin Anastacio Junior has audited this pattern directly: industrial AI depends on clean, structured, connected data, and most plants still lack a reliable network inventory or documented signal quality history to support it.
A digital twin cannot run well on a network nobody audited.