Constans published the third edition of the research paper on managing client experience by the Academy of Leona Koźmiński.

Most AI projects fail quietly. The technology works. People just don't use it. Tools purchased, pilots launched, training done, and nothing changes. CONSTANS AI exists to fix that. We are a Collective of Practitioners. Two of our three partners spent years on the client side, one at board level. We were leading real teams, owned real budgets, delivered real results. We know what breaks between "the board approved AI" and "the team actually uses it every day." Our work has three stages. Direction: find where AI creates real business value. Solution: build what's needed, nothing more. Adoption: make sure people actually use it. Most firms skip this last part. It's the part that decides whether your investment pays off. The starting point is diagnosis. AI Reality Check is a free, honest assessment that shows where you stand in less than 10 minutes. When you need more depth, AI Reality Audit maps readiness, opportunities, and blockers across the organization. From there, we build and stay through adoption until AI is just how your team works. We don't show up with a framework deck. We show up with work that ends in adopted solutions. Direction. Solution. Adoption.