Welcome to SaaS Brew, a daily newsletter where we share useful SaaS tools and workflows for founders, builders, and small business owners.
Each edition highlights one product, explains what it does, why it matters, and who it is for. No hype. Just tools worth trying.
Today's brew looks at a problem that hits healthcare applicants at one of the highest-stakes moments of their lives:
You have spent years building your GPA, your volunteer hours, your research experience. Then you get an MMI interview invite and realize that nothing you have done so far prepares you for this format. The Multiple Mini Interview is not a traditional interview. It is a circuit of rapid-fire stations: ethical dilemmas, policy debates, roleplay scenarios, situational judgment questions. You get two minutes to read the prompt, eight minutes to perform. Hesitate, ramble, or miss the underlying competency being tested, and you are done.
You look for ways to practice. You ask a friend, but they cannot give calibrated feedback. They just nod and say "that was good." You try ChatGPT voice mode, but it does not time your stations or score you against real candidates. You find question banks on Reddit, but reading questions is not the same as performing under pressure. Private MMI coaching exists, but it costs thousands of dollars and requires scheduling sessions around someone else's calendar.
You need realistic, high-quality practice with structured feedback without the cost or the scheduling bottleneck.
That is where MMIPractice.org fits in.
MMIPractice.org runs full AI-simulated MMI stations on demand, with a live AI interviewer that listens, responds, and asks follow-up questions just like the real thing. No scheduling. No waiting for feedback. Just timed stations, instant scoring, and percentile rankings benchmarked against 100,000+ real candidate responses. It covers medicine, dentistry, pharmacy, veterinary, and more across Canada, the US, UK, and Australia. Built for healthcare program applicants, MMIPractice.org gives you the repetitions and the data you need to walk into interview day knowing exactly where you stand.
Who it is for
Pre-med applicants preparing for MMI-format medical school interviews in Canada, the US, UK, or Australia
Dental, pharmacy, and veterinary school applicants whose programs use the MMI circuit format
Repeat applicants who have been through one cycle and want to improve specific station types before reapplying
High-achieving students who want objective performance data, not just encouragement from peers or family
Busy applicants who cannot commit to fixed coaching schedules and need a prep tool that fits around their lives
Common use cases
Drilling ethical dilemma stations until you can structure both sides of an argument fluently within the time limit
Running roleplay stations repeatedly to get comfortable delivering difficult conversations out loud
Reviewing your percentile score after each station to identify which competency areas are pulling your ranking down
Practicing policy questions specific to your target country's healthcare system to sharpen context and relevance
Using the question bank to survey the full range of MMI station types before your interview date, so nothing catches you off guard
What it does
It simulates live MMI stations with a timed AI interviewer that listens to your spoken responses and follows up with probing questions
It scores each station across competencies including structure, content, delivery, and fit, and gives you a percentile ranking against real candidates
It offers a bank of 350+ curated questions tagged by category, program type, and country so you can target exactly what you need
It provides instant written feedback after every station with specific, actionable coaching notes, not generic summaries
It lets you rewatch your recorded sessions with a transcript so you can review exactly what you said and where you lost points
Why it stands out
It offers a free entry point with 350+ questions and one full live station with feedback, so you can assess the quality before spending anything
It benchmarks your performance against 100,000+ real candidate responses, giving you an honest percentile grade rather than subjective encouragement
It delivers the same depth as expensive private MMI tutoring at a fraction of the cost, with a lifetime plan that includes an acceptance guarantee
It is available at any hour with no scheduling required, so your prep does not depend on anyone else's availability or opinion
Quick take: If you are preparing for an MMI and struggling to find realistic, feedback-driven practice that does not cost a fortune, MMIPractice.org could be the difference between going in blind and going in ranked.
More tomorrow in SaaS Brew ☕