Master the
Selection Process.
Science-backed behavioral simulations with adaptive follow-ups, specialty-deep prompts, and measurable diagnostic intelligence.
Institutional Residency Benchmarks






PrepIQ systems are calibrated across evaluation rubrics and behavioral benchmarks utilized by the nation's most competitive residency programs.
Institutional-grade tools for
high-stakes preparation.
Science-backed simulation engines, deep-fidelity analytics, and objective evaluations built for candidates targeting highly competitive programs.
Behavioral simulation
Practice with 2,400+ specialty-specific prompts across 12 distinct interviewer personas, from supportive mentors to high-pressure skeptics.
Diagnostic intelligence
Get deep-dive metrics on 7 core dimensions: Clinical Reasoning, Communication, Ethics, Evidence Usage, and Situational Judgment.
Risk identification
Identify cognitive biases, missed clinical nuances, and communication "red flags" before the real program director does.
Dual practice modes.
Choose your rehearsal rig.
Whether you have 5 minutes between rounds or an afternoon for a full-stamina mock, select the format that aligns with your match calendar.
Full station mock interviews
Simulate standard 20–30 minute residency interview circuits. Calibrate with consecutive, timed stations led by adaptive interviewer archetypes.
- 3 to 9 sequential stations with MMI stencils
- Real-time adaptive follow-up questions
- Cross-station logic drift audits
- Comprehensive performance scorecard
Focused single-question drills
Target specific weaknesses or high-yield prompts without launching a full interview. Perfect for refining answers on the go.
- Practice individual prompts from our 2,400+ library
- Select by specialty or strategic category
- Instant Attending Advisor Drawer coaching tips
- Attending-grade scorecard feedback loops
Standardized board
evaluation modules
Practice against high-fidelity personas derived from standardized institutional behavioral evaluation protocols. Each module simulates a unique board dynamic.
Dr. Sarah Morgan
"Chief of Internal Medicine at a Top-10 Academic Center. Her evaluation style is built on Balanced Institutional Inquiry, focusing on long-term program fit and clinical composure under standard board scrutiny."
Dr. Elias Bennett
"Board-Certified Academic Surgeon with 20+ years of GSEC experience. Known for Aggressive Surgical Interrogation, he simulates high-pressure environments to test candidate resilience and rapid-fire clinical decision speed."
Dr. Ananya Patel
"Director of Diversity & Patient Advocacy. She provides Humanistic Analysis focusing on your ability to navigate social determinants of health and articulate patient-centric advocacy narratives."
Dr. Julian Thorne
"Ivy-League Fellowship Director and Lead Researcher. His Sophisticated Academic Analysis evaluates your research pedigree, theoretical logic depth, and alignment with high-tier private-sector research tracks."
Evaluation, not imagination.
Why general chatbots fall short for residency preparation—and how our structured checklist engine ensures safe, measurable progress.
Vague chatbot praise
Imagination modelHallucinated feedback
Offers pleasant, reassuring summaries instead of measuring clinical thresholds.
No protocol audits
Fails to flag deviations from standard ICU, OR, or ward safety guidelines.
Ignores structural drift
Cannot track if your behavioral structure (STAR/CAMP) wobbled across stations.
Golden Rubric™ audits
Evaluation modelStructured marking criteria
Measures 12 key parameters against expert-vetted residency chair rubrics.
Narrative alignment checks
Compares active transcripts directly to your CV/LOR profiles for consistency.
Actionable delta guides
Provides Attending Advisor Drawer suggestions showing precisely how to close gaps.
The Scored Run on Paper.
Every simulation generates a deep-fidelity institutional audit — identical to the post-interview scoring matrices used by residency directors. Not letter grades. Evidence.
General surgery calibration
Evaluator: Dr. M. Thorne (Tier 1 Rigor)
"You're a PGY-1 on a night float. A nurse pages you about a post-op day 2 patient whose heart rate just bumped to 130 and blood pressure dropped to 85/50. The senior resident is currently scrubbing into an emergency trauma. Walk me through exactly what you do in the next five minutes."
Target
Gen Surg
Pressure Tier
Tier 2
Verdict
"Candidate exhibited flawless algorithmic triage for shock, but displayed minor verbal flutter under academic pressure."
Algorithmic triage; safety-first escalation.
Vocal pacing during ethical pressure-test.
Run Drill Set B3 — Verbal Pacing Stability.
Clinical Sub-Rubric
Academic Sub-Rubric
Management Sub-Rubric
Behavioral Sub-Rubric
Your 7-day drill plan & improvement path
Matched Candidate Results.
Read how matched residency applicants leveraged PrepIQ's diagnostic reports to refine their interview delivery.
"The MMI station door scenario simulations felt identical to my actual panels. The structured rubric checklists helped me stop rambling and organize my clinical logic under pressure."
Dr. Sarah T.
Matched: General Surgery, Johns Hopkins"Being able to share my mock session transcripts directly with my dean via the Advisor Engine was a game-changer. The critique comment loops turned AI insights into actionable practice."
Dr. James L.
Matched: Internal Medicine, Mayo Clinic"The Attending Advisor Drawer is exceptional. Seeing the strategic objective behind difficult ethics prompts kept me from stepping into common program director trapdoors."
Dr. Emily R.
Matched: Pediatrics, UCSFEvaluation Criteria & Rubrics.
Every score is anchored to our Golden Rubric™—modeled after 40,000+ elite residency invitation events and chair-level faculty evaluations.
Fairness & transparency layer
Scores ship with rationale text, confidence framing, and evidence-style pointers—not an unexplained number.
Cross-signal intelligence
Optional CV / personal-statement tie-ins and proprietary matrices explain why scores move between materials.
Rubric dictionary
Safe, coherent clinical reasoning and prioritization.
Examples and claims align; limited contradiction across the answer.
Turn: blends dimensional stability with length efficiency. Session: cross-turn variance.
Systematic Fairness Built-In.
Calibration Stability
"Automated cross-calibration ensures that scoring remains objective across 40+ specialties, eliminating variance between different interviewer styles or institutional tiers."
Style-Neutral Analysis
"Engineered to mitigate inherent linguistic bias, ensuring equitable assessment for BAME, IMG, and multilingual applicants by isolating structural logic from cultural storytelling styles."
Common
Inquiries.
Everything you need to know about the diagnostic protocol, institutional scoring, and interview season logistics.
How is the scoring rubric aligned with residency program standards?
How does the system mitigate AI bias in behavioral evaluations?
Is PrepIQ HIPAA and FERPA compliant?
How often are specialty benchmarks updated?
Can performance data be exported for institutional oversight?
What is "Logic Drift" as an evaluation metric?
Recent Prep Insights.
Stay ahead with expert guides, strategic breakdowns, and actionable tips from our residency interview content library.
Mastering the CAMP Framework for Residency Interviews
Learn how to structure your 'Tell me about yourself' responses into Clinical, Academic, Management, and Personal dimensions.
Demystifying the MMI: How to Tackle Ethical Ward Dilemmas
A step-by-step breakdown of how to approach high-pressure scenarios involving hierarchy disputes, patient autonomy, and peer safety.
The Attending Checklist: What Program Directors Actually Score
An inside look into the evaluation rubrics and checklists used by residency committees to score candidates during the match cycle.