I came into the production of this idea knowing full well that the edtech market was polluted with tons of consumer applications. But here's what I found - MOE-issued AI tutors don't teach up to major exams like the GCE A-levels, apps like Penseum are basic info synthesis tools that rely on your provision of notes, and even really great institution-ready startups like Pallo have a definitive response cap that protects their bottom line.
Response capping is the most obvious blocker of learning for myself - I'm not able to request deep dives when I want to. But the most fundamental issue is that every learning journey, content that is taught by an LLM wrapper, exists in a closed system.
What if I wanted to double check the sources of what chunk is being pulled from an application's proprietary RAG? What if I wanted my historical learning data, style, focus metrics to follow me to my notes, other study tools, etc?
Every current edtech incumbent is forced to protect such layers because opening up would mean killing their moat, and equivalently the favor from their VCs.
Build-in-public is the second principle. The strategic log is open. The architecture is documented. The roadmap, the unit economics, the pricing logic, the vocabulary discipline around what counts as proprietary IP and what doesn't - all of it is written down and available to anyone who wants to read it. The reason isn't transparency-as-virtue. It's that a tool built for serious learners earns trust by being inspectable, the same way the chunks in every answer are inspectable. Verdict is what it claims to be because you can check.
Verdict is the reference deployment of VOSE- the student intelligence layer underneath. The same primitives that make Verdict work (portable identity, citation-grade retrieval, mastery vectors) are the layer any other team can build a serious tutor on. If the platform thesis is what brought you here, read VOSE's side of the story ↗.
Discord is where the build conversation happens. Follow on socials for shipping updates, strategic shifts, and the occasional thread on why a decision went the way it did.