Enabling Provenance for AI-Assisted Academic Work

Standards, Security and Policy Framework

VeritasHub is designed for institutional environments where transparency, accountability, and data protection are critical.

The platform aligns with recognised international standards for software quality, security, and governance, while enabling institutions to operationalise their own policies at the point of academic work.

SECTION 1 — CORE OPERATING PRINCIPLES

What principles define VeritasHub?

VeritasHub is built on a set of consistent operational principles that govern how the platform behaves.

  • Transparency over detection
  • Human accountability for all submitted work
  • Non-punitive declaration of AI use
  • Structured, submission-bound provenance
  • No pre-submission monitoring or behavioural tracking

These principles ensure that the platform supports academic integrity without introducing surveillance or uncertainty.

SECTION 2 — ISO/IEC 25010 SOFTWARE QUALITY MODEL

How does VeritasHub align with ISO/IEC 25010?

VeritasHub is continuously evaluated against the ISO/IEC 25010 software quality model, ensuring that the platform meets recognised standards for system performance, usability, and reliability.

Functional Suitability

VeritasHub provides a structured system for capturing AI usage and generating formal declarations at the point of submission.

Performance Efficiency

The platform operates with minimal latency and does not disrupt existing academic workflows or submission processes.

Compatibility

VeritasHub integrates with institutional systems including learning management platforms and identity services without requiring structural changes.

Usability

The platform is designed for clarity and ease of use, enabling students and faculty to complete workflows without technical training.

Reliability

All records are timestamped, consistently formatted, and securely stored, ensuring dependable operation across all submissions.

Security

Data is encrypted in transit and at rest, with role-based access control and strict separation between institutional environments.

Maintainability

The system is modular and continuously tested, allowing updates and improvements without disrupting stability.

Portability

VeritasHub can be deployed across multiple environments, including sovereign cloud infrastructure aligned with regional requirements.

Quality in Use

The platform improves clarity, consistency, and defensibility in academic assessment by replacing assumption with structured evidence.

SECTION 3 — DATA PROTECTION AND PRIVACY

How does VeritasHub handle data?

VeritasHub processes only data that is intentionally submitted by the user.

  • No background monitoring
  • No behavioural tracking
  • No keystroke or device data collection

All records are created through explicit user action.

Where is data stored?

Data is stored within secure, sovereign infrastructure with full institutional separation. Each institution operates within its own isolated environment.

Is VeritasHub compliant with data protection regulations?

VeritasHub is designed to align with GDPR and equivalent international frameworks.

  • Encryption in transit and at rest
  • Role-based access control
  • Data subject rights supported (access, export, deletion)
  • Data Processing Agreements available

SECTION 4 — SECURITY AND INFRASTRUCTURE

How is the platform secured?

VeritasHub operates on enterprise-grade infrastructure designed for institutional and regulatory environments.

  • Encrypted data storage and transmission
  • Segregated institutional environments
  • Controlled administrative access
  • Audit logging of system activity

The platform aligns with recognised security standards including ISO/IEC 27001 and related frameworks.

SECTION 5 — POLICY OPERATIONALISATION

How are institutional policies applied?

VeritasHub embeds institutional AI policies directly into its workflows.

  • Policies are uploaded and maintained by the institution
  • Guidance is presented to students during declaration
  • Decision points reflect institutional rules
  • Consistency is enforced across courses and departments

This ensures that policy is applied in practice, not just documented.

Does VeritasHub replace institutional policy?

No.

VeritasHub implements institutional policy — it does not replace it.

All rules, permissions, and academic integrity standards remain defined by the institution.

SECTION 6 — GOVERNANCE AND AUDIT

How does VeritasHub support governance?

The platform provides structured, audit-ready records of AI usage across all submissions.

  • Timestamped declarations
  • Standardised data structures
  • Exportable reports
  • Full audit trail
How does this support institutional oversight?

Institutions gain:

  • visibility of AI usage patterns
  • consistent application of policy
  • evidence for academic review
  • support for accreditation and compliance processes

SECTION 7 — INSTITUTIONAL POSITION

What is VeritasHub’s role in compliance?

VeritasHub does not determine compliance outcomes.

It provides the structured evidence and operational framework that institutions require to apply and demonstrate their own standards.

FINAL STATEMENT

VeritasHub does not monitor behaviour or attempt to detect AI use.

It provides a structured transparency framework that enables institutions to manage AI use with clarity, consistency, and accountability.