ADAnkita Duttaindatatech-insights.hashnode.dev·Mar 6 · 1 min readWhy AI Visual Inspection Needs a Semantic Data FoundationAI visual inspection systems are advancing rapidly. Defect detection models can identify anomalies with impressive speed and accuracy. But detection alone does not reduce defects, prevent recurrenc00
ADAnkita Duttaindatatech-insights.hashnode.dev·Feb 22 · 1 min readThe $100mn "Big Bang" migration is dead.Trying to modernise legacy systems all at once is a high-risk gamble. These "Big Bang" projects usually lead to massive cost overruns and business paralysis. *The new standard for growth in 2026?*Incr00
ADAnkita Duttaindatatech-insights.hashnode.dev·Feb 21 · 1 min readCan a "Smart IDE" bridge the gap between innovation and regulation?In highly regulated sectors, the friction between speed and compliance is a constant battle. Legacy systems often act as "black boxes," making auditing and rapid iteration nearly impossible without mo00
ADAnkita Duttaindatatech-insights.hashnode.dev·Feb 20 · 1 min readWhy most AI visual inspection pilots fail to scaleManufacturers have spent a decade pouring investment into AI-based anomaly detection. At the pilot stage, the results look miraculous. But on the factory floor?They often stall. The Missing Link: I00
ADAnkita Duttaindatatech-insights.hashnode.dev·Feb 12 · 1 min readMost legacy modernisation conversations start with technologyThe real question is financial. Many organisations know their legacy systems are slowing them down, but few can clearly quantify the cost of keeping them in place. Not just licence fees or maintenance contracts, but the hidden impact:• Slower deliv...00