A product designer who builds the whole thing.
I'm Ray Festa, founder of RF Digital. I design AI systems and I build them: the interface, the automation, the oversight, and the monitoring behind it. Years of designing how people supervise AI at enterprise scale, now applied to businesses where a wrong call has a real cost.
Ray Festa · FounderI'm a product designer who ships. Most of my career was spent designing how people trust software, and increasingly AI agents, with decisions that matter: what runs on its own, what stops for a person, and what that person needs in front of them to answer. That work happened inside some of the most complex data systems large organizations run, where the margin for error is small.
The difference now is that I also build. Alpine Velo, the dashboard that monitors it, this site, and the design system it runs on were designed and built by one person, end to end. When the same hands do the design and the engineering, the intent survives into production.
RF Digital exists because the gap is widening. Inside large organizations, teams argue about evaluation, escalation paths, and what an agent is allowed to finish without asking. Everywhere else, the same problems get answered with a subscription and a promise. The difference shows up the first time a model is confidently wrong about something expensive.
Connect on LinkedInWhere the judgment comes from
RF Digital
Designing and building AI systems end to end: the interface, the automation behind it, the oversight that decides what a model finishes on its own, and the monitoring that proves it.
Alpine Velo, its monitoring dashboard, this site, and the design system it runs on: one person, end to end.
AWS Databases
Senior Product Designer on managed database and data-infrastructure products, then agentic oversight: the shift from management consoles to surfaces where people supervise AI agents.
PayPal · Atlassian
A decade of product design spanning both B2B and consumer products before specializing in enterprise data infrastructure.
Writing on agentic AI design
Publishes on agentic design, systems thinking, and product strategy, translating enterprise AI practice for people building outside the enterprise.
What is actually hard about this
AI is changing how organizations operate faster than most have had time to adjust to. Years inside that shift gave me an early, unfiltered view of where it is actually heading: not the hype cycle, but the practical change in how decisions get made, how work gets divided between people and software, and what it takes to trust either one with something that matters.
Enterprises are already living this shift. Everyone else is being sold the demo version of it.
The hard parts of this work are not secret. They are evaluation, escalation design, failure handling, and knowing what a model should never be allowed to finish on its own. Those disciplines are practiced inside large organizations and almost nowhere else. RF Digital exists to bring them out, without the consultancy layer, the jargon, or the loss of control over decisions that took years to earn.
I also like teaching this. If AI adoption is going to decide which organizations compound over the next decade and which get left behind, I would rather spend my time helping people I respect land on the right side of that than watch it happen to them from a distance.