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Institutional Integrity Framework

Detection is only the beginning.

HonestIQ delivers a complete, human-led integrity system from analysis to review, decision-making, and institutional enforcement.

 From Signals to Decisions

Most platforms stop at detection producing scores, flags, and assumptions.

HonestIQ goes further.

We transform integrity signals into structured, governed workflows that enable institutions to make fair, transparent, and defensible decisions.

This is not automation replacing educators. This is technology supporting human judgment.

What This Means

Instructor Integrity Review

Instructors remain at the center of the process.

  • Review submissions through the Honest Report
  • Analyze structured insights from AIE and MEI
  • Evaluate context before any action is taken

Integrity Committee Workflow

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Integrity You Can Defend

Academic integrity is no longer just about identifying risk
it’s about managing it responsibly.

HonestIQ enables institutions to:

• Move from assumptions → evidence-backed decisions
 • Reduce disputes through transparent workflows
 • Protect students through fair, structured review
 • Maintain compliance with institutional and regulatory standards

This is integrity that holds up under scrutiny from students, faculty, and administration.


End-to-End Integrity Flow
1. Detection & Analysis

AIE + MEI generate structured integrity signals.
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2. Instructor Review 
Instructor evaluates insights via the Honest Report.
No student-facing action occurs without instructor input.
The instructor must take one of the following actions:
 • Confirm Integrity Concern → Flag Activated
 • Dismiss Concern → No Action Taken
 • Request Clarification → Student Engagement Triggered

4. Flag Activation Conditional
Only instructor-confirmed cases become official integrity flags → Enables tracking, visibility, and escalation.

5. Escalation If Required
Case may proceed to Integrity Committee.

6. Dispute Resolution If Initiated
Student submits appeal with structured evidence.



7. Final Determination & Logging
Outcome recorded with full audit trail.

Beyond Detection. Built for Governance.


  • No black-box decisions
  • No automatic accusations
  • No fragmented workflows


While other platforms provide signals, HonestIQ provides systems of action.

Only:

  • Structured insight
  • Human-led review
  • Institutional control

Explore the Full Integrity Workflow 

Start 45-Day Institutional Pilot