The idea I couldn't let go
The question was simple: could technology give every learner access to a tutor who is patient, knowledgeable, and available every single day?
I believed it could. But in 2015, the AI models that existed were not capable of the kind of reasoning that real tutoring requires — responding to confusion in real time, adapting to where understanding breaks down, asking the right next question. The technology was not ready. The idea sat.
Why 2025 changed everything
In 2025, two things happened that changed everything. Language models became capable enough to actually tutor — to reason through confusion, adapt to where understanding breaks down, ask the right next question. And for the first time, AI-assisted development meant that a single person could build at the speed a team of fifty used to require.
I started building Epivo in 2025. The speed was not instant — there was a ramp-up, a progression through tools, a gradual accumulation of capability. But the trajectory was unmistakable: AI-assisted development was closing the gap between what I could imagine and what I could build. An idea that had waited ten years was finally becoming something real.
The people I'm actually building for
The vision from 2015 has not changed. But ten years of thinking about it, and a year of actually building it, have taught me something about where to start.
The people we are building for are adult learners and homeschooling families. Adults returning to education — filling gaps, learning subjects they never had access to, pursuing a curiosity that a busy life kept on hold. And parents who have taken their children's education into their own hands, who want something better than a classroom that does not see their child.
The adult who wants to finally understand algebra. The homeschooling parent who needs a history tutor for Wednesday afternoons. These are the people Epivo is designed for. Our focus is to reach as many of them as possible, learn what works, and continuously improve. Schools are on the roadmap. But the learner who comes to us directly is who we are building for first.
That is what Epivo is: a voice-first AI tutor that combines the engagement of a real conversation with the accountability of knowing what you've actually learned — across every subject, for every age, available anywhere.