MIE
Quantitative Analysis
Analyzes solution paths, reasoning structure, and consistency.
1
How Integrity Reviews are Conducted
From Submission to
Integrity Decision
HonestIQ combines AI insights with instructor expertise to ensure every decision is fair, accurate, and defensible.
1
Submission
Student submits assignment through your LMS.
2
Multi-Layered
Multi-Layered
AI Analysis
HonestIQ runs MIE + AIE analysis, authorship verification, writing DNA, math profile, and more.
3
Evidence
Evidence
Compiled
All signals are aggregated into a multi-dimensional evidence profile with confidence scoring.
4
Instructor
Instructor
Review
Instructor reviews evidence in context, verifies concerns, and determines next steps.
5
Integrity
Integrity
Decision
Instructor makes the final decision with full control and documentation.
MIE + AIE
The engine behind multi-dimensional insights
2
Inside the HonestIQ Workflow
Purpose-Built for
Academic Integrity
A streamlined workflow that brings clarity, consistency, and control to every case.
Case Dashboard
See all cases, scores, and status at a glance.
AI Analysis Complete
MIE + AIE analysis with authorship, writing DNA, math
profile, and more.
Review Evidence
Explore multi-dimensional evidence in context with
highlighted insights.
Instructor Decision
Instructor decides how to proceed—confirm, clarify, or
dismiss.
Outcome & Documentation
Document decision, notify student, and maintain a clear
record.
Case Overview
Case ID: 2024-05-00238
Under Review
Analysis Summary
MIE Score
92%
High Confidence
AIE Score
88%
High Confidence
✓
Authorship Verification
High Confidence
High Confidence
✓
Writing DNA
High Confidence
High Confidence
✓
Math Profile
High Confidence
View Full Evidence →
High Confidence
Evidence Overview
Text Similarity
High
AI Content Signals
High
Authorship Match
High
Writing DNA
High
Math Profile
Medium
Key Insight
Strong alignment across multiple dimensions. High confidence in results.
Strong alignment across multiple dimensions. High confidence in results.
Decision Options
Instructor decision required before submission.
Case Outcome
✓
Integrity Concern
Confirmed
Confirmed
✓
Student Notified
✓
Documentation
Complete
View Case Record →
Complete
🔒 Every step is logged. Every decision is defensible. Built for
transparency, accountability, and due process.
3
Why HonestIQ
Not Just Detection.
Decision.
Most detection platforms stop at a score. HonestIQ goes further—powered by a multi-layered framework to determine academic integrity with confidence.
What Matters
- ◎ Detects AI Content
- ◎ Verifies Authorship
- ◎ Uses Multi-Dimensional Evidence
- ◎ Instructor-Led Review & Decision
- ◎ Student Response & Due Process
- ◎ Context-Specific Notification
- ◎ Defensible & Fair Process
Turnitin
-
✓
Yes
AI writing detection -
×
No
No authorship verification -
×
Partial
Primarily text similarity -
×
No
Flag only, no decision layer -
×
No
No formal process -
×
No
Limited instructor control -
○
Partial
Limited transparency
GPTZero
-
✓
Yes
AI detection score -
×
No
No authorship verification -
○
Partial
Focused on probability & AI likelihood -
×
No
Score only, no decision layer -
×
No
No formal process -
×
No
No instructor control -
○
Partial
Not institution-ready
The Complete Integrity Solution
HonestIQ
Integrity Decision System
-
✓
Yes
AI detection (MIE + AIE) -
✓
Yes
Authorship verification (AIE) Writing DNA -
✓
Yes
Multi-dimensional evidence + risk scoring -
✓
Yes
Instructor reviews and decides -
✓
Yes
Clarification + Oral Defense (Virtual) -
✓
Yes
Instructor controls notification to student -
✓
Yes
Transparent, fair, and defensible
The HonestIQ Advantage
AI That Supports, Not Replaces
AI provides insights. Instructors make the call.
Human Judgment at the Center
Every decision is made by instructors.
Evidence You Can Trust
AI + writing DNA + math profile + context.
Fair Process for Every Student
Built-in due process and response options.
Built for Institutional Workflows
Designed for real academic processes and compliance.
🛡️ HonestIQ doesn't replace instructors. It empowers them.
We combine the power of AI with the wisdom of educators to protect
academic integrity—accurately, transparently, and fairly.
How Integrity Decisions Are Made
Every integrity decision is built on structured evidence
and confirmed through instructor-led review.
AIE
Authorship Verification
Evaluates writing style and authorship consistency.
Evidence Layer
Signal Aggregation
+ Risk Scoring
+ Risk Scoring
Combines anomaly, drift, entropy, and behavioral signals into a structured evidence profile.
Instructor Review
Context + Judgment
Instructors review evidence in full context, apply their expertise, and determine the appropriate action.
Final Decision
Instructor-Led Decision
- ✓ Dismiss
- ⚑ Flag
- ● Request Verification
- ♙ Enable Notification
No decision is made without instructor involvement.
Every outcome is confirmed through instructor-led review.
Defensible. Transparent. Fair.
A structured process that protects students, supports instructors, and upholds academic integrity.
2
Workflow
Inside the Integrity Workflow
From submission to decision—this is what instructors actually experience.
Case #AI-2024-1587
High Priority
▣ May 8, 2024
♙ Liam Davis
▤ Cell Structure Essay
Instructor Decision
After reviewing the evidence and context, choose the appropriate action.
1
Review Honest Report
Review the full Honest Report including MIE, AIE, evidence, and context before deciding.
ⓘ Understand the case in full.
No action is taken at this step.
2
Confirm Integrity Concern
Instructor confirms that the evidence indicates a valid integrity concern.
♙ Once confirmed, a notification
is automatically sent to the student, initiating the formal review process.
3
Request Clarification / Oral Defense (Virtual)
Gather additional context before making a final determination.
Clarification Options
- 💬 Written Explanation
- ☁ File Upload (Notes / Drafts)
- ▣ Oral Defense (Virtual) Live
ⓘ Allows the student to
provide context in writing or explain their reasoning in
real time.
No formal action
is taken at this stage.
4
Dismiss Flag
Instructor determines that no integrity concern exists.
✓ The case is closed.
No further action is taken.
All outcomes are determined through instructor-led review.
No action is taken without instructor involvement.
Fair. Defensible. Student-Centered.
A transparent process that protects students, supports instructors, and upholds academic integrity.
4
Built for Instructors
Built for Instructors
Designed to help instructors move from uncertainty to confident, defensible decisions—fast.
5-Second Case Understanding
Quickly assess each case with clear evidence strength, risk signals, and structured insights.
92%
Evidence Strength
High
Based on multi-layered analysis
(MIE + AIE)
Clear, Structured Evidence
No black-box scores. Every signal—MIE, AIE, writing DNA, and math profile—is explained and contextualized.
Multi-Dimensional Evidence Breakdown
MIE AI Detection (MIE)
✓ High Confidence
AIE Authorship Verification (AIE)
✓ High Confidence
Full Instructor Control
Decide how to proceed with complete control—no automated actions or forced outcomes.
Instructor-Verified
Decision
Final decisions remain
human-led and
instructor-controlled.
Instructor review completed
Decision confirmed
Outcome logged
Audit trail recorded
See How It Works in Practice
Experience the HonestIQ difference.
1
How Integrity Reviews are Conducted
From Submission to
Integrity Decision
HonestIQ combines AI insights with instructor expertise to ensure every decision is fair, accurate, and defensible.
1
Submission
Student submits assignment through your LMS.
2
Multi-Layered
Multi-Layered
AI Analysis
HonestIQ runs MIE + AIE analysis, authorship verification, writing DNA, math profile, and more.
3
Evidence
Evidence
Compiled
All signals are aggregated into a multi-dimensional evidence profile with confidence scoring.
4
Instructor
Instructor
Review
Instructor reviews evidence in context, verifies concerns, and determines next steps.
5
Integrity
Integrity
Decision
Instructor makes the final decision with full control and documentation.
MIE + AIE
The engine behind multi-dimensional insights
2
Inside the HonestIQ Workflow
Purpose-Built for
Academic Integrity
A streamlined workflow that brings clarity, consistency, and control to every case.
Case Dashboard
See all cases, scores, and status at a glance.
AI Analysis Complete
MIE + AIE analysis with authorship, writing DNA, math
profile, and more.
Review Evidence
Explore multi-dimensional evidence in context with
highlighted insights.
Instructor Decision
Instructor decides how to proceed—confirm, clarify, or
dismiss.
Outcome & Documentation
Document decision, notify student, and maintain a clear
record.
Case Overview
Case ID: 2024-05-00238
Under Review
Analysis Summary
MIE Score
92%
High Confidence
AIE Score
88%
High Confidence
✓
Authorship Verification
High Confidence
High Confidence
✓
Writing DNA
High Confidence
High Confidence
✓
Math Profile
High Confidence
View Full Evidence →
High Confidence
Evidence Overview
Text Similarity
High
AI Content Signals
High
Authorship Match
High
Writing DNA
High
Math Profile
Medium
Key Insight
Strong alignment across multiple dimensions. High confidence in results.
Strong alignment across multiple dimensions. High confidence in results.
Decision Options
Instructor decision required before submission.
Case Outcome
✓
Integrity Concern
Confirmed
Confirmed
✓
Student Notified
✓
Documentation
Complete
View Case Record →
Complete
🔒 Every step is logged. Every decision is defensible. Built for
transparency, accountability, and due process.
3
Why HonestIQ
Not Just Detection.
Decision.
Most detection platforms stop at a score. HonestIQ goes further—powered by a multi-layered framework to determine academic integrity with confidence.
What Matters
- ◎ Detects AI Content
- ◎ Verifies Authorship
- ◎ Uses Multi-Dimensional Evidence
- ◎ Instructor-Led Review & Decision
- ◎ Student Response & Due Process
- ◎ Context-Specific Notification
- ◎ Defensible & Fair Process
Turnitin
-
✓
Yes
AI writing detection -
×
No
No authorship verification -
×
Partial
Primarily text similarity -
×
No
Flag only, no decision layer -
×
No
No formal process -
×
No
Limited instructor control -
○
Partial
Limited transparency
GPTZero
-
✓
Yes
AI detection score -
×
No
No authorship verification -
○
Partial
Focused on probability & AI likelihood -
×
No
Score only, no decision layer -
×
No
No formal process -
×
No
No instructor control -
○
Partial
Not institution-ready
The Complete Integrity Solution
HonestIQ
Integrity Decision System
-
✓
Yes
AI detection (MIE + AIE) -
✓
Yes
Authorship verification (AIE) Writing DNA -
✓
Yes
Multi-dimensional evidence + risk scoring -
✓
Yes
Instructor reviews and decides -
✓
Yes
Clarification + Oral Defense (Virtual) -
✓
Yes
Instructor controls notification to student -
✓
Yes
Transparent, fair, and defensible
The HonestIQ Advantage
AI That Supports, Not Replaces
AI provides insights. Instructors make the call.
Human Judgment at the Center
Every decision is made by instructors.
Evidence You Can Trust
AI + writing DNA + math profile + context.
Fair Process for Every Student
Built-in due process and response options.
Built for Institutional Workflows
Designed for real academic processes and compliance.
🛡️ HonestIQ doesn't replace instructors. It empowers them.
We combine the power of AI with the wisdom of educators to protect
academic integrity—accurately, transparently, and fairly.
How Integrity Decisions Are Made
Every integrity decision is built on structured evidence
and confirmed through instructor-led review.
MIE
Quantitative Analysis
Analyzes solution paths, reasoning structure, and consistency.
AIE
Authorship Verification
Evaluates writing style and authorship consistency.
Evidence Layer
Signal Aggregation
+ Risk Scoring
+ Risk Scoring
Combines anomaly, drift, entropy, and behavioral signals into a structured evidence profile.
Instructor Review
Context + Judgment
Instructors review evidence in full context, apply their expertise, and determine the appropriate action.
Final Decision
Instructor-Led Decision
- ✓ Dismiss
- ⚑ Flag
- ● Request Verification
- ♙ Enable Notification
No decision is made without instructor involvement.
Every outcome is confirmed through instructor-led review.
Defensible. Transparent. Fair.
A structured process that protects students, supports instructors, and upholds academic integrity.
2
Workflow
Inside the Integrity Workflow
From submission to decision—this is what instructors actually experience.
Case #AI-2024-1587
High Priority
▣ May 8, 2024
♙ Liam Davis
▤ Cell Structure Essay
Instructor Decision
After reviewing the evidence and context, choose the appropriate action.
1
Review Honest Report
Review the full Honest Report including MIE, AIE, evidence, and context before deciding.
ⓘ Understand the case in full.
No action is taken at this step.
2
Confirm Integrity Concern
Instructor confirms that the evidence indicates a valid integrity concern.
♙ Once confirmed, a notification
is automatically sent to the student, initiating the formal review process.
3
Request Clarification / Oral Defense (Virtual)
Gather additional context before making a final determination.
Clarification Options
- 💬 Written Explanation
- ☁ File Upload (Notes / Drafts)
- ▣ Oral Defense (Virtual) Live
ⓘ Allows the student to
provide context in writing or explain their reasoning in
real time.
No formal action
is taken at this stage.
4
Dismiss Flag
Instructor determines that no integrity concern exists.
✓ The case is closed.
No further action is taken.
All outcomes are determined through instructor-led review.
No action is taken without instructor involvement.
Fair. Defensible. Student-Centered.
A transparent process that protects students, supports instructors, and upholds academic integrity.
4
Built for Instructors
Built for Instructors
Designed to help instructors move from uncertainty to confident, defensible decisions—fast.
5-Second Case Understanding
Quickly assess each case with clear evidence strength, risk signals, and structured insights.
92%
Evidence Strength
High
Based on multi-layered analysis
(MIE + AIE)
Clear, Structured Evidence
No black-box scores. Every signal—MIE, AIE, writing DNA, and math profile—is explained and contextualized.
Multi-Dimensional Evidence Breakdown
MIE AI Detection (MIE)
✓ High Confidence
AIE Authorship Verification (AIE)
✓ High Confidence
Full Instructor Control
Decide how to proceed with complete control—no automated actions or forced outcomes.
Instructor-Verified
Decision
Final decisions remain
human-led and
instructor-controlled.
Instructor review completed
Decision confirmed
Outcome logged
Audit trail recorded
See How It Works in Practice
Experience the HonestIQ difference.