About FaveWare.ai

FaveWare.ai approaches AI with the same rigor applied to other business-critical systems: as an asset that must be owned, understood, and relied upon over time.

This site is written from the perspective of operators who are accountable when systems behave incorrectly. The focus is not on how AI is presented in demonstrations, but on how these systems perform once embedded into everyday work, where expectations of correctness and reliability are non-negotiable.

Operating Context

FaveWare LLC was established to support long-term ownership of applied system design work. The site is maintained by its founder, Roger Adank, who built and operated a successful IT consulting business for more than two decades, alongside a career spanning over three decades in enterprise IT and software systems design and engineering.

That background informs the approach taken here. AI systems are treated as long-lived business assets rather than short-term tools. Ownership, accountability, and continuity are assumed as baseline conditions of real operating environments.

Consulting Context

FaveWare LLC undertakes consulting related to AI system design, evaluation, and long-term reliability. Client-specific systems, decisions, and outcomes are not documented publicly.

The material published on FaveWare.ai reflects generalizable observations and owned system work only. It is intended to document standards, constraints, and patterns that apply across operating environments.

Additional details on consulting scope and boundaries are available on the consulting page.