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Honest Comparison

Looking for an AI/ML interview prep platform?

If you want mock interviews, here's who does that. If you want to walk into an interview with something real you built, here's us. Both are legitimate — they just solve different problems.

What each option actually gives you

Interview prep platforms
(e.g. Interview Kickstart, Exponent-style courses)
Confident Prep
Core format Cohort courses, mock-interview practice, question drills A real project delivered every fortnight, deployed to AWS
What you walk away with Interview reps, rehearsed answers, system-design frameworks A GitHub portfolio of deployed projects you can point to and explain
Cost Typically paid — cohort or course pricing Free
Best if you... already have project experience and need interview-day reps need to build the portfolio that proves you can do the job in the first place
Support model Varies by provider — coaches, instructors, peer cohorts Reply to any email — a mentor responds personally, not a support queue

We don't run mock interviews and aren't trying to replace that category — if rehearsed interview reps are what you need right now, a dedicated prep platform is the right tool. If the honest gap is "I don't have anything real to talk about in the interview yet," that's the problem this exists to solve.

How it works here

Pick a path, get a real project every fortnight — what to build, how to build it, what you'll learn — fork the repo, deploy it to AWS, and add it to your portfolio. No payment, no cohort schedule to keep up with.

Start building instead of drilling questions

Free. First project arrives within 48 hours of signing up.

No spam. Unsubscribe anytime. Replies go to a real person.

Want to see the project sequences first? Browse the three learning paths.