A research-based course for business leaders, project managers, and AI practitioners
This course is based on a multi-staged qualitative study with 48 international AI experts across three rounds of interviews (2023-2025). The ATIS Framework emerged from both manual thematic coding and computational latent semantic analysis of 1,392 analytical units.
Understand why AI projects fail differently than traditional IT projects and the concept of "stochastic friction."
Deep dive into stochastic uncertainty, autocatalysis, process disruption, and high customer expectations.
Learn how Act, Train, Inquire, and Standardize create organizational resilience.
Navigate cultural friction in data treatment, feedback, and knowledge sharing.
Understand the three levels of maturity and calculate your Pillar Saturation Ratio (PSR).
Translate your assessment results into concrete organizational changes.
This course is designed to work hand-in-hand with your ATIS self-assessment. After completing each module, you'll understand how to interpret your PSR scores and implement targeted improvements.
This course distills insights from 48 international AI experts across 15 countries, including Project Managers, Business Translators, and Engineers.