Built for Integrity. Powered by Verification

A Multi-Layer Integrity Architecture

HonestIQ operates through three core layers:

Detection Layer

Identifies integrity signals across qualitative and quantitative submissions

1. AI-generated content patterns

2. Plagiarism indicators

3. Structural anomalies in writing

4. Solution path deviations in mathematical work

5. Step-by-step reasoning inconsistencies

6. Unexpected complexity or logic shifts
   

Profile Layer

Builds student-specific intelligence over time

1. Writing DNA - AIE
2. Math Profile - MEI
3. Behavioral consistency patterns
4. Baseline performance models

Verification Layer

Signals are not treated as conclusions they are validated through verification workflows.

Quantitative Verification - QCV

1. Targeted follow-up problems
2. Confirms true problem-solving ability
3. Detects inflated or AI-assisted reasoning
4. Eliminates false positives in quantitative work
   

Qualitative Verification - QICV

1. Structured clarification prompts
2. Writing consistency validation
3. Authorship confirmation workflows
4. Supports dispute resolution and appeals

Institutional Integrity Framework

The Governance Engine Behind HonestIQ

HonestIQ extends beyond analysis through a structured institutional framework that governs how integrity is reviewed, verified, and resolved.

This ensures every signal is handled through a controlled, fair, and auditable process.

Governed Integrity Workflows

1. Instructor-led review and decision making
2. Structured escalation pathways
3. No automated enforcement or penalties
4. Role-based access across instructors, admins, and committees
   

Verification-Driven Resolution

1. Integrated QCV (Quantitative Verification)

2. Integrated QICV (Qualitative Verification)

3. Evidence-based review processes

4. Standardized case handling

Dispute & Appeals System

1. Student clarification workflows

2. Formal appeal submission process

3. Integrity Committee review (multi-role governance)

4. Resolution tracking and documentation

When clarification requires deeper validation, structured oral defense is initiated.

Oral Defense - Virtual Verification

1. Instructor-approved, scheduled verification session
2. Students demonstrate reasoning in real time
3. May be requested by students to support clarification or appeal, subject to approval
4. Applies to both mathematical and written submissions
5. Fully recorded and audit-tracked
6. Integrated into the formal dispute and resolution process

Audit & Transparency

1. Full audit trail of all actions

2. Case-level history and decision logs

3. Institutional reporting and analytics

4. Compliance-ready documentation

From Signal to Decision

All signals pass through a controlled decision system:

1. Instructor-led validation

2. No automatic student-facing action

3. Structured decision pathways

4. Full audit trail and transparency