After years of rapid advancement in cloud‑centric AI training and inference, the industry is reaching an edge AI tipping point.

An engineering mindset provides a blueprint for continuous success. Try it and create your own virtuous cycle of improvement.

AI outputs vary because confidence varies. Corroboration and entity optimization turn inconsistent AI visibility into consistent presence.

Chiara Munaretto, Managing Partner of Stablecoin Insider, identifies the 7 checkout frictions killing Shopify conversion rates in 2026, and the fixes that recover lost revenue.