Truth-In-Product Ledger

Feature Evidence Matrix

Every capability advertised by PhysioPilot is grounded in verifiable Kotlin codebase files, Room schema invariants, and automated test contracts. We publish technical evidence and clear limitations for each feature.

Protected Clinical Reasoning Engine Closed Beta Exclusive

To protect proprietary medical models and prevent curriculum scraping, full clinical reasoning trajectories, 10-marker scoring rubrics, and examiner traps are unlocked exclusively within our verified student APK builds.

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AVAILABLE NOW Retention Engine

SuperMemo-2 (SM-2) Spaced Repetition

Proprietary Technology: PhysioPilot Neuromorphic Interval Core™ (AES-256 Sealed)

User Benefit: Mathematically schedules review intervals based on student recall speed (Again, Hard, Good, Easy), preventing cram-forget cycles.

Limitation: Spaced repetition schedules are currently stored locally on the device SQLite database. Until cloud sync is launched, review histories do not sync across multiple Android devices.

AVAILABLE NOW Study Workflow

10-Minute Priority Interleaved Session

Proprietary Technology: Dynamic Error-Interleaved Study Queue™

User Benefit: Solves student fatigue by generating a time-boxed 10-minute queue dynamically combining due flashcards with high-error mistake cards.

Limitation: Sessions are strictly capped at 10 minutes to maintain active cognitive engagement; students wanting extended cram sessions must trigger Pre-Exam Cram mode.

AVAILABLE NOW Exam Intelligence

3,656+ University PYQs & 4,952 MCQs & Blueprints

Proprietary Technology: Multi-University High-Yield Examination Engine™

User Benefit: Real past university exam questions filtered by mark weightage (10-Marker Essays, 5-Marker Shorts, 2-Marker SAQs) with model answer outlines.

Limitation: Curricula coverage is currently centered on WBUHS, RGUHS, MUHS, and NTRUHS state health universities. Central universities or autonomous institutes may follow varied marking schemes.

AVAILABLE NOW Clinical Skills

Special Tests Catalog (59 Physical Tests — 100% Video Coverage)

Proprietary Technology: Bedside Clinical Precision Matrix™ (Magee 6th Ed Grounded)

User Benefit: 59 comprehensive physical test protocols (Patient position, Therapist stance, Mobilization forces, Sensitivity/Specificity ratings, Common Viva Pitfalls, and 100% verified academic video demonstrations).

Limitation: Video demonstrations require internet connectivity to stream via embedded academic YouTube channels; offline fallback cards provide full written biomechanical procedures and starting positions.

AVAILABLE NOW Core Foundations

168 Verified Biomechanics Concepts (Chapters 1 to 6 Complete)

Proprietary Technology: 168-Concept Kinematic Tutor Engine™

User Benefit: 168 granular conceptual modules breaking down complex joint kinematics, lever systems, convex-concave rules, and gait phases with textbook provenance (Levangie & Norkin 5th Ed).

Limitation: Currently covers Joint Structure, Biomechanical Principles, Bone & Cartilage, Muscle Mechanics, Shoulder & Elbow. Lower extremity joint chapters are staged for the next curriculum release.

AVAILABLE NOW Bedside Diagnosis

18 Canonical Clinical Condition Slices

Proprietary Technology: 18-Condition ICF Clinical Trajectory Graph™

User Benefit: Deep condition frameworks covering Lumbar PIVD, MCA Stroke, Parkinson's, ACL Reconstruction, COPD, TKA, etc., with ICF diagnostic categories.

Limitation: Educational reference models only; must not be used as clinical diagnostic systems on live hospital patients without senior supervision.

AVAILABLE NOW Assisted Learning

Socratic PhysioAI Clinical Reasoning Assistant

Proprietary Technology: Encrypted On-Device Socratic Reasoner™ (Powered by Google Gemini)

User Benefit: Connects to Google's official Gemini 2.5/3.8 Flash endpoint for Socratic viva drilling using the student's encrypted local API key.

Limitation: Requires student to input their own free Google AI Studio key or internet connection. Falls back to pre-compiled local clinical pearls when offline.

AVAILABLE NOW Remediation

Automated Mistake Bank

Proprietary Technology: Adaptive Diagnostic Failure Demotion Matrix™

User Benefit: Captures failed MCQs and missed viva prompts, ranking them by error count and linking directly to high-yield theory blueprints.

Limitation: Error histories clear if the student resets app data locally without an exported backup.

IN ACTIVE PILOT / STAGING Verification

30-Student Controlled Beta Pilot

Governance Standard: Institutional Field Validation Protocol (Kolkata Cohort)

User Benefit: Rigorous field validation with 30 BPT undergraduate candidates in Kolkata assessing offline performance in hospital postings.

Limitation: Pilot is restricted to enrolled cohort students during the pre-commercial stabilization window.

IN ACTIVE PILOT / STAGING Visual QA

Batch 2 Lower Limb Anatomical Illustrations

Verification Standard: Medical Visual Anatomy Verification Gate

User Benefit: Verified muscle plates for Quadriceps and Hamstrings groups evaluated against Gray's Anatomy & Moore.

Limitation: All visual assets must pass automated OCR and medical verification gates before integration into production drawables.

PLANNED ON ROADMAP Cloud Sync

Cloud Student Profile & Cross-Device Sync

Roadmap Phase: Encrypted Cross-Device State Sync (Phase 3)

User Benefit: Optional cloud backup enabling students to seamlessly continue review intervals between Android phone and tablet.

Limitation: In architectural planning; will require opt-in student authentication via Google Cloud Firebase Auth without storing sensitive health data.

PLANNED ON ROADMAP Institutional

Institutional Faculty Analytics Dashboard

Roadmap Phase: Institutional Cohort Analytics Engine (Phase 4)

User Benefit: Allows BPT college faculties to monitor aggregated student cohort weak spots across curriculum topics to direct practical teaching.

Limitation: B2B enterprise feature planned for late 2027 following completion of the direct-to-student beta cohorts.