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“When the real interview came, I handled every follow-up question. I got the offer.” — Sarah J., Data Engineer, Fortune 500 More voices
Phase 1 opens June 27. Spots are limited.
Powered by NYLAA Core Engine
The most advanced system for adaptive interviews, real-time probing, and performance feedback.
Product capture · muted loop
5-minute demoTikTok ad fileShowcaseLive session
Medical School Interview
Interview room · anonymized probe
NYLAA · follow-upThat's a statement, not a reason. What happened that made you choose this over every other path?
Interview intelligence, adaptive coaching
It turns your resume or application into a live interview that pushes back and coaches you through the moments where people break.
Your resume, experience, and goals define the questions. No generic prompts. Every interview is built around you.
NYLAA listens to your answers and adjusts instantly. Each follow-up is based on what you just said, not a script.
Weak answers are challenged. Vague responses are tightened. You are trained for the moments where interviews actually break.
After pressure comes precision. NYLAA shows you exactly what to fix and how to improve it. Not generic tips.
This isn't practice. It's interview performance training.
Who it's for
From internships to experienced roles where follow-ups reveal how you think.
Train your story until it holds up under pressure.
Admissions, MMI, and program interviews.
Medical and dental panels with real-time probing and evaluation.
NYLAA
Every session is built from your actual materials (resume, CV, personal statement, or job context), so you don't rehearse random prompts. You rehearse what's ahead of you.
Generic interview tools ask:
“Tell me about yourself.”
NYLAA asks:
“You changed industries in 2023. What influenced that transition?”
Because interviews are about your story.Not everyone else's.
No fixed question bank
Built for experienced professionals, career switchers, and those entering through internships or early roles. Your background sets the starting point, and each session evolves into real-time follow-ups that mirror the depth, pressure, and expectations of your target role.
Personal materials, stage-aware rigor
Four health tracks with sourced banks, admissions categories, and probes that match real panels—not generic career tips.
Admissions committees press until your story breaks or holds.
MMI ethics, Why Medicine, and resume-grounded probes—not corporate STAR fluff.
215+ sourced pre-med prompts. Categories match how schools actually admit: motivation, clinical proof, ethics stations, policy, DEI.
Resume-grounded, Princeton Review bank
Score
8.1/10
Why do you want to be a physician and not a nurse or PA? Your resume lists 140 hours at Westside Community Free Clinic.
Medicine lets me help people. Volunteering at Westside showed me healthcare matters.
You stayed abstract. Name one patient at Westside: what could only a physician change in their care?
A diabetic man missed follow-ups because intake was English-only. I translated, but only a physician could change his regimen and follow-up cadence. That gap is why I want an MD.
NYLAA coach · what to fix
From resume upload to residency prep, practice, mock, live room, and voice drills share the same bar for clarity and evidence.
Same AI coach. Every rubric adapted. Upload once, switch tracks instantly.
Interview intelligence, adaptive coaching
It turns your resume or application into a live interview that pushes back and coaches you through the moments where people break.
Your resume, experience, and goals define the questions. No generic prompts. Every interview is built around you.
NYLAA listens to your answers and adjusts instantly. Each follow-up is based on what you just said, not a script.
Weak answers are challenged. Vague responses are tightened. You're trained for the moments where interviews actually break.
After pressure comes precision. NYLAA shows you exactly what to fix and how to improve it.
PDF · 2 pages · parsed
Role · gaps · experience level
Tailored to your track & resume
"I approved a product launch…"
Scoring depth, specificity, proof
What data was missing?
What was the risk if you waited?
What happened as a result?
"What was the risk if you waited?"
Lead with the outcome first.
This isn't practice. It's interview performance training.
Why NYLAA is different
Gemini, Claude, and ChatGPT are great for drafting. NYLAA is built to rehearse live interview pressure.
General chat tools
NYLAA
Scores where your answer loses clarity, ownership, or impact, with exact lines to fix.
Pushes deeper when you're vague, asks for proof, and forces specifics under pressure.
Every follow-up depends on what you just said, not a static prompt thread.
Follow-ups, interruptions, and escalation built in, so delivery gets stronger before the real room.
See how it works
Built for hireability, specifics, probes, and delivery, not generic conversation practice.
No generic question banks. Real panels have your CV, so does NYLAA. Every question traces back to your actual experience.
When you're vague or off-track, NYLAA probes. Interrupts. Asks for examples. That's what happens in the room, and that's where most candidates slip.
Difficulty and focus adjust to your performance. Feedback is tied to your role and goals, not recycled generic tips.
This is exactly how your interview will feel.
Explore tracks
Professional interviews, technical screens, admissions, residency, healthcare, law, business, tech
Role-aware from your resume: every follow-up ties to what you actually did.
Pressure. Follow-ups. Interruptions. Role-specific tracks (healthcare, engineering, security, law, and more) in one coach.
Explore the full platform
From resume upload to residency prep, practice, mock, live room, and voice drills share the same bar for clarity and evidence.
Promotion
Launch HTML (VO-sync screen capture)
Full-frame VO showcases below. For TikTok and paid vertical, use Teaser B ad kit (9:16, ~13s). Long showcases need nylaa-showcase-vo.mp3 in public/marketing/videos/.
TikTok · Reels · health tracks (2026)
~1:20 · POV hooks · pre-med, pre-dental, residency— play ad
9:16, 1080×1920, ~1:20
Playbook: docs/NYLAA_SOCIAL_VIRAL_LAUNCH.md
npm run dev (app on localhost:3000)npm run build:health-viral-ad (silent capture, Rachel VO, mux; needs ELEVENLABS_API_KEY in .env.local)Ship public/marketing/videos/exports/nylaa-health-viral-2026.mp4Split: record:health-viral-ad → generate:health-viral-vo → mux:health-viral-ad (or mux:health-viral-vo for audio only). Manifest + per-beat MP3s in /marketing/videos/exports/health-viral-2026-vo. FORCE=1 regenerates VO.
[1] hook (0.0s) Pre-med through dental GPR. You sound ready until they pressure-test your resume. [2] safe (4.8s) Why MD not PA. Westside is on your CV. Name one patient only a physician could move. Thin answer scores 3.4, proof scores 8.1. [3] modes (12.3s) Questions from your resume bullets. Mock is timed and graded. Interview Room keeps probing. Hands-free is voice only. [4] premed (21.8s) MMI ethics. Refusal, no clean out, child in the waiting room. NYLAA forces a stance. [5] predental (32.8s) Pre-dental chairside. Patient doubts the crown. You answer with ownership, not a script. [6] residency (39.8s) Medical residency. Bad news delivery. First three sentences out loud, not a reflection essay. [7] dental_res (49.8s) Dental GPR. Films are incomplete. Patient wants out. You still owe a safe plan. [8] tracks (59.8s) Pre-med, pre-dental, medical residency, dental GPR. Same engine, pick your lane in Specialization. [9] cta (68.3s) Train the follow-up at nylaa dot ai. Upload your resume once. One scored loop today.
Full walkthrough: onboarding, practice, mock, live room, documents, and progress in about five minutes.
Watch 5-minute demoYour experience, gaps, and skills analyzed in seconds. Every question generated from your actual background, nothing generic.
The gap
They prepare answers, not thinking
They never practice follow-ups
They don't train under pressure
They don't know where their answers break
"Tell me more." "Give an example." The follow-ups that expose weak answers.
Next questions depend on what you just said, one path if you nail it, another if you waffle.
Your CV drives every question. Same as a real panel reading your file.
Train with everything in one place
Interview training, resume analysis, personal statements, and cover letters, all personalized to your background and goals.
8 timed questions. No warning. Real scoring on structure, examples, and delivery, exactly as it happens in the room.
Voice-only interview practice. No screen. NYLAA listens, evaluates, and responds while you commute, walk, or drive.
Deep-dive simulation with real-time follow-ups, pressure escalation, and a full 7-dimension debrief after every session.
10 question categories, 100+ questions from your resume. STAR coaching and instant scoring after every answer.
Unlimited runs with full scoring, grading, and complete conversation history, all built from your actual experience.
ATS compatibility, quantification gaps, verb strength. Plus an AI-optimized rewrite you can copy immediately.
Medical, dental, residency, and graduate programs. Guided narrative with AMCAS / AACOMAS scoring at every step.
Tailored from your resume and job description: a targeted argument for hiring you, not a generic template.
Readiness score, communication trends, skill gaps, and personalized coaching recommendations across all sessions.
Hear from users
“I practiced for 3 days with NYLAA's Interview Room. When the real interview came, I handled every follow-up question. I got the offer.”
That's what NYLAA simulates.