Before · AI only
Fast output. No ownership.
- Copy-paste the AI answer
- Ship without understanding
- Freeze when asked "why?"
Prepzio is a pocket-sized practice coach for juniors who ship with AI every day — then freeze when asked to explain their code, debug without paste, or walk through a solution in an interview. Five minutes of guided practice. Hints, not handouts. An Independence Score (0–100) tracks how independent you are getting — with a simple Level (L1–L5) underneath.
Early-stage, honestly
We're currently interviewing the first 100 AI-using junior developers to shape Prepzio.
Built from early conversations with self-taught and bootcamp juniors who use ChatGPT, Copilot, or Cursor while learning. No inflated user counts on this page — just problems we keep hearing in those calls.
The honest part
Most junior devs today use AI every day. A smaller group still struggles to explain a basic loop without help. Both can be true.
Before · AI only
After · With Prepzio
EXPLAIN THE CODE
Copilot autocompletes, you accept. Tests pass. A reviewer asks why and your brain blanks. The answer was never yours — you borrowed the reasoning.
DEBUG & INTERVIEW
Something breaks. You ask AI, apply the patch, move on. In a screen share or whiteboard round you cannot isolate the bug or rebuild the logic without help.
NO COMPASS
You finish a tutorial. You feel productive. You still do not know whether you are growing, plateauing, or just borrowing answers — until the next interview.
Sample practice question · JavaScript · Junior level
Most AI tools give you the answer. Prepzio asks you to think first. Try a real practice question below.
Three things we built first
Independence Score (0–100) is your main trend — higher means less paste, more real understanding. AI Dependency Level (L1–L5) is the simpler weekly label underneath. Same ladder, two views. No competing numbers.
Hints ladder up: direction → sub-problem → mini example. You explain in your own words, debug your own reasoning, and practice saying it out loud for interviews. The AI asks better questions — it does not hand you the script.
After your first session, Prepzio drafts a 7-day plan of 5-to-15-minute practices targeting your weakest two rubric criteria. Re-assess on day 7. Adjust. Repeat.
Inside the app
Preview UI from the private beta build — layout and copy may change. The practice loop (question → hints → rubric → roadmap) will not.
Today · Debugging
5 min · 1 question · 1 reflection
WEEK 1 · ROADMAP
Independence Score
78/ 100
AI Dependency Level: L4/5
Independence Score (0–100) + Level on home. One daily focus.
Debugging · Junior
function total(items) {
items.forEach(i => {
return i.price;
});
}What does forEach's return value actually do?
YOUR ANSWER
forEach ignores returns — total returns nothing…
Question → attempt → hint ladder → reflection. Then submit.
Session · rubric
Per-criterion dots · this session only
NEXT STEP
Try the same bug pattern in a `.map` next session.
Rubric-scored, not just right/wrong. Specific next step.
Your 7-day plan
Generated from your weak rubric criteria. 5–15 min/day.
How it works
No tutorial maze. No tutorial-finished-but-still-confused feeling. You meet the product the way you meet a coach: it asks, it watches, it gives you something to work on tomorrow.
Experience, goal, AI tools, weak areas. No LinkedIn URL, no recruiter pitch.
~2 minA real junior problem. You explain. You attempt. We measure how you reach for help — then give you an Independence Score (0–100) and Level (L1–L5).
~2 minTwo quick questions — one MCQ, one short text — across your weakest area.
~1 minThree strengths, three gaps, a 7-day roadmap, and your first guided session.
~5 minThe rubric
Instead of one binary “got it / missed it”, every session is scored across eight junior-growth signals. Independence Score (0–100) is your overall trend. AI Dependency Level (L1–L5) is the simpler weekly snapshot — same direction, different scale. The dots below are session rubric only — not your Independence Score.
Session #042 · rubric only
NEXT STEP · TRY THE SAME BUG PATTERN INSIDE A `.MAP`.
Where it fits
Prepzio is the practice layer on top of the AI you already use, sized for juniors who want to stay independent, not faster at copying.
| ChatGPT / Copilot | LeetCode / similar | Prepzio | |
|---|---|---|---|
| Gives you the answer | Instantly. | After you give up. | Only as a last resort. With friction. |
| Measures how you think | No. | Pass or fail. | 8-criteria rubric per session. |
| Junior-level scope | Anything. | Hard skews heavily. | Built for 0–2 yrs of experience. |
| Daily 5-min loop | Up to you. | 30+ min puzzles. | Mobile-first, fits a coffee break. |
| Tracks independence | No. | No. | Independence Score 0–100 + Level L1–L5. |
Built for
You finished a JS bootcamp, ship features with Copilot, but freeze on basic interview questions. You need to rebuild the fundamentals you skipped while moving fast.
You learned by reading and ChatGPT. You can build small projects but cannot explain why your code works. Recruiters keep asking "walk me through your solution".
You have the theory but freeze in live coding. AI usage during coursework eroded your independent problem-solving muscle. You want it back before your next internship round.
Honest answers
No. LeetCode rewards finding the right answer fast. Prepzio rewards how you think — your hint usage, your reasoning, and how clearly you can explain a solution. A junior who can explain a working `for` loop is more hireable than one who memorised quicksort.
It is built not to. Prepzio uses a Socratic hint ladder — direction first, then a smaller sub-problem, then a related mini example. You can always tap "Show solution", but doing so is friction-full and lowers your Independence Score over time.
Independence Score (0–100) tracks how independently you think over time — higher is better. AI Dependency Level (L1–L5) is a simpler label for the same growth ladder: L1 means you mostly copy AI answers, L5 means you can handle a fresh problem on your own. Session rubric dots (1–5 per criterion) score a single practice only; they are not your Independence Score.
The simpler weekly label under your Independence Score. L1 means you mostly paste AI answers. L5 means you can handle a fresh, similar problem on your own. Higher level = less reliant on AI. It is framed as a growth axis, not a punishment.
Private beta is free. We will introduce small plans (think coffee-money) once core practice loops are validated. Everyone on the waitlist will get founder pricing and an invite before launch.
Private beta opens summer 2026. Waitlist members are invited in batches, in the order you joined. We are not chasing a public launch — we are chasing a product that genuinely moves the needle for the first 100 juniors.
Daily 5-to-15-minute sessions need to fit in your commute, breaks, and queues — not your laptop. The retention loop only works if practice is one tap away. The web site you are reading is the only thing we will ship to desktop.
Your email is used only for waitlist and beta invites. No tracking ads, no resale. Inside the app we log practice answers and hint usage to compute your rubric scores. You can request deletion at any time. Details on the Privacy page.
Be early
Joining does not charge you anything. We use the list to validate demand, invite the first cohort, and tell you when the app is ready. No recruiters. No ad tracking on this site.