FLAGSHIP // AI-NATIVE PRODUCT
NEVER CRAM AGAIN
Only Ever is an AI-native learning platform on iOS and Android. I own it end to end — product, AI system, mobile apps, and content — leading the distributed team of engineers and designers who build it.
THE PROBLEM
Can AI produce test material a student can actually trust? Generic AI study tools hallucinate facts and drift from the real exam. In securities licensing and other high-stakes prep, a wrong answer key isn't a bug — it's a liability.
THE DELIVERY
An AI system that turns an official exam syllabus into high-quality study material and graded assessments you can trust — every question and explanation traceable back to its source, and free-form answers graded under strict guardrails.
HOW IT'S BUILT
- Produced 36 exam curriculums across 7 categories, each mapped to its official blueprint — incl. FINRA SIE, Series 7, and Series 63.
- Source-grounded generation: every question and tutor explanation tethers to its source passage, with an audit trail from answer back to source — the traceability regulated prep demands.
- A multi-turn assessment format that grades free-form answers under strict guardrails, backed by rubric-based evaluation and human-in-the-loop review.
- Runs on a repeatable, spec-driven pipeline — ingestion, source classification, concept extraction, generation — tuned for quality, latency, and cost.
- Shipped to iOS and Android; the full app redesign delivered hands-on with Claude Code.