Where enterprise AI adoption actually fails
A field study of AI initiatives that stalled after the pilot — and what separated the ones that didn't.
AIRK Institute
We research how enterprises architect resilient foundations, adopt artificial intelligence responsibly, and reinvent themselves continuously — then publish what we learn, in the open.
Built on Knowledge. Driven by Reinvention.
Trusted Enterprise Advisory. Research first — advisory follows.
Everything the Institute publishes is organized for the person reading it — the executive setting direction, and the practitioner doing the work.
Concise, evidence-based perspectives written for people who set technology strategy and carry accountability for it.
Applied depth for people who design and build — published openly, without a paywall between the idea and the implementation.
Recent thinking from the Institute, organized by pillar.
A field study of AI initiatives that stalled after the pilot — and what separated the ones that didn't.
Why technical debt is best understood, and funded, as a decision-rights problem rather than an engineering one.
A maturity model for organizations that treat transformation as continuous, not a fixed-term project.
The Institute organizes its research around the same four-stage method AIRK uses in client engagements.
Understand the business before proposing anything about the technology.
Design the future state with intention, not by accumulation.
Build resilient capabilities, not one-off deliverables.
Enable continuous evolution as the organization's default state.
Open, practitioner-grade resources — the Knowledge pillar made tangible.
A staged reference model for moving from pilot to production responsibly.
Five levels, from ad hoc decisions to architecture as an operating capability.
A sequencing guide for modernizing legacy platforms without stalling the business.
The senior practitioners and researchers behind the Institute's work.
AIRK Institute is convening a small, invitation-based group of senior architects, technology leaders and researchers. Names will appear here as the roster is confirmed.
Get notifiedExecutive roundtables and practitioner sessions, upcoming and on-demand.
Technology alone never transforms organizations. Architecture does. Leadership does. Knowledge does. AIRK Institute exists because good advisory should be built on published, defensible thinking — not just delivered privately, one engagement at a time.
One list, one form. Tell us which track fits you and we'll send the right thing.