Institutional interview intelligence

Master the
Selection Process.

Science-backed behavioral simulations with adaptive follow-ups, specialty-deep prompts, and measurable diagnostic intelligence.

Institutional Residency Benchmarks

Feinberg Medicine
Harbor-UCLA
Ascension
Univ. of Florida
Northwell Health
Tulane Medicine

PrepIQ systems are calibrated across evaluation rubrics and behavioral benchmarks utilized by the nation's most competitive residency programs.

Functional capabilities

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.

Flexible formats

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.

High Stamina

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
Configure mock session
Rapid Focus

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
Browse drill library
Simulation core // archetypes

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
Program Director • Standard

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."

ComposureCV EvidenceSpecialty Fit
Dr. Elias Bennett
Chief of Surgery • Stress Test

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."

Mental GritDecision SpeedHierarchy
Dr. Ananya Patel
Internal Medicine • Empathy

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."

EmpathyEthicsCommunication
Dr. Julian Thorne
Academic Chair • Ivy-League

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."

ResearchTheoretical LogicPedigree
Methodology delta

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 model
"Your response was very good! It showed strong empathy and was very professional. Keep up the good work and stay confident."

Hallucinated 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 model
"Clinical Logic: Met. Vocal Pacing: 88 wpm (rushed). Logic Drift: Flagged. You drifted from standard delegation protocol at turn 3."

Structured 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.

Diagnostic station

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.

SEC-Verified
2,400+ Benchmarks
Diagnostic Audit Complete
Diagnostic Output // HUB-472-X-99

General surgery calibration

Evaluator: Dr. M. Thorne (Tier 1 Rigor)

Percentile
88th
Match Prob
84.2%
Merit Band
Elite Band
Prompt Block

"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

Success Criteria
Prioritize tight resources efficiently
Identify immediate lethal complication
Name at least one resource tradeoff
Maintain vocal clarity under Tier 2 pressure
Executive Skim Analysis
Sess ID: 472-X

Verdict

"Candidate exhibited flawless algorithmic triage for shock, but displayed minor verbal flutter under academic pressure."

Strong

Algorithmic triage; safety-first escalation.

Gap

Vocal pacing during ethical pressure-test.

Next Rep

Run Drill Set B3 — Verbal Pacing Stability.

Score Alignment ArchetypeStrong 'Floor Chief' Anchor
Elite Band
Behavioral Insights Snapshot
Narrative Sync95
Narrative Density88
Stress Index24
Interviewer Alignment92
Multi-Axial Performance Matrix
Clinical Logic & Triage88%+4%
Academic Rigor & CV Defense74%-2%
Systems-Based Management92%+8%
Institutional Narrative Sync85%Stable
Institutional Gravitas89%+2%
Acoustic Pacing (WPM)

"Acoustic benchmark: 140 WPM optimal. Syllabic drift and logical pause-counts are calibrated against Tier-1 surgical residency board interview standards."

Institutional Sync Matrix
Cleveland ClinicT1
High Affinity|Procedural
96%
NYU LangoneT1
High Affinity|Clinical
91%
Mayo ClinicT1
High Affinity|Clinical
88%
Stanford MedT2
High Affinity|Innovation
84%

"Match benchmark: 85% sync optimal. Personal diagnostic vectors are calibrated against institutional prestige tiers and cultural pedigree data."

Full Diagnostic Matrix — CAMP Framework

Clinical Sub-Rubric

Diagnostic Triage Speed
Solid88
Procedural Safety Logic
High91
Pharmacological Nuance
Solid85

Academic Sub-Rubric

Research Pedigree Articulation
Borderline78
CV Evidence Defense
Solid82
Theoretical Depth Mastery
High89

Management Sub-Rubric

Systems-Based Allocation
High94
Hierarchical Conflict De-escalation
Solid88
Clinical Workflow Efficiency
High92

Behavioral Sub-Rubric

Stress Composure & Vocal Pacing
Borderline76
Ethical Protocol Adherence
Solid87
Institutional Narrative Sync
High95
Candidate progression engine

Your 7-day drill plan & improvement path

Rank
TIER II
Next
TIER III
XP Progress
8,240 / 10,000
12
Day Streak
43
Sessions Run
86.4%
Avg Score
88th
Percentile Rank
Day 1
Narrative Jitter Suppression
Drill Set B3 — Verbal Pacing
Critical
Day 2
Academic CV Defense Depth
Research Pedigree Pressures
High
Day 3
Ethical Interrogation Fluency
Dual-Attending Conflict Sim
High
Day 4
Procedural Autonomy Reinforcement
Intraop Complication Matrix
Medium
Day 5
Institutional Narrative Sync
Program-Fit Articulation Drill
Medium
Day 6
Stress Composure Calibration
Tier 3 Pressure Simulation
Low
Day 7
Full Mock Board — Scored
General Surgery Final Audit
Cap Session
Competency Unlocks
Clinical Triage
Mastered
Systems Management
Mastered
Narrative Consistency
In Progress
Academic Defense
Locked
Stress Composure
Locked
Verified Outcomes

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."

ST

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."

JL

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."

ER

Dr. Emily R.

Matched: Pediatrics, UCSF
Intelligence Framework

Evaluation 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.

Clinical Logic
Clinical reasoning

Safe, coherent clinical reasoning and prioritization.

Evidence Consistency
Structure & organization Communication clarity

Examples and claims align; limited contradiction across the answer.

Logic Drift
Clinical reasoning

Turn: blends dimensional stability with length efficiency. Session: cross-turn variance.

Equity Matrix

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."

Final Calibration

Ready to rehearse with comprehensive AI feedback?

Support & Intelligence

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?

PrepIQ utilizes the CAMP (Clinical, Academic, Management, and Personal) framework, which is the foundational evaluation matrix used by 80% of North American residency selection committees. Scores are weighted based on specific program tiers.

How does the system mitigate AI bias in behavioral evaluations?

Our neural models undergo a multi-layered bias-audit. We explicitly filter evaluated dimensions for equitable linguistic markers and utilize a "Bias-Blind" calibration layer that focuses on logic consistency and narrative sync rather than vocal tone or accent.

Is PrepIQ HIPAA and FERPA compliant?

Yes. Our platform operates on a SOC2-type secure architecture. Institutional data is end-to-end encrypted, and PII is automatically redacted from transcripts before they enter our calibration engine.

How often are specialty benchmarks updated?

Benchmarks are real-time. We aggregate anonymized performance data from the current match cycle to adjust median scores, ensuring you are compared against the live applicant pool, not static data.

Can performance data be exported for institutional oversight?

Institutional licenses include a Dean’s Portal, allowing for aggregate progress tracking, cohort benchmarking, and targeted intervention identification across student populations.

What is "Logic Drift" as an evaluation metric?

"Logic Drift" is our proprietary metric that measures the coherence of your reasoning under stress. It detects when follow-up pressure causes a candidate to deviate from their initial clinical rationale or ethical stance.