VIFM - Virginia Institute of Finance and Management
Assessment Center
Platform Roadmap

One page. Every moving part.

From the moment a consultant creates an assessment to the moment a client opens their bilingual PDF, this is the full journey of the AI Readiness Compass - and every component that powers it.

How to engage

Four stages. One Compass.

Same diagnostic engine, scope that scales. Start with a complimentary Personal Snapshot or a complimentary Department assessment, then expand to Division and Enterprise when ready.

PersonalComplimentary

Personal

One person, self-served

4 personal factors
Stage 1Complimentary

Department

One department

4 of 8 pillars · you choose
Stage 2Fee-based

Division

A division of several departments

6 of 8 pillars · you choose
Stage 3Fee-based

Enterprise

The whole organisation, board-level

All 8 pillars
See the full comparison →
The journey

Seven steps, discovery to delivery

Every engagement follows the same arc. Each step maps to a concrete screen, a concrete actor, and a concrete outcome.

01 / 07

Discover

Consultant creates

Select client organization, region, sector, language, and activate the published question bank version.

02 / 07

Invite

Token-based access

Each stakeholder receives a unique URL. No login, no account, no friction - tokens tracked in ara_respondents.

03 / 07

Gather

Multi-stakeholder input

Bilingual questionnaire across 8 pillars. Auto-save, offline detection, supporting materials, AI use case portfolio.

04 / 07

Validate

Phase 2 workshop

Consultant-entered perception-vs-reality scores. Gap Detector flags disagreement, Shadow AI Alert fires on risk patterns.

05 / 07

Score

Seven-layer engine

Raw, weighted, overall, benchmark gap, perception gap, peer-relative, maturity band - all recomputed in real time.

06 / 07

Report

Branded bilingual PDF

Puppeteer-rendered. Three modes: English-only, Arabic-only, or side-by-side landscape bilingual.

07 / 07

Recur

Annual reassessment

Year-on-year trajectory, archive lifecycle, 3-year retention with GDPR and PDPL compliance.

Platform map

Three roles, one shared engine

Curate content

VIFM Admin

  • Organizations CRUD
  • Question Bank versioning
  • Regulatory frameworks
  • Sandbox data management
  • Retention lifecycle
Run engagements

Consultant

  • Assessment dashboard
  • Respondent management
  • Phase 2 validation tools
  • Gap Detector + Shadow AI
  • Peer benchmarks + YoY
  • Report generation (3 modes)
Contribute data

Respondent

  • Bilingual EN / AR toggle
  • Pillar-scoped questionnaire
  • Supporting materials upload
  • AI use case portfolio
  • Auto-save + offline banner
Shared engine
Behind every screen
Scoring engine
7-layer computation, perception-vs-reality
Compliance
16 frameworks, 56 requirements
Peer benchmarks
Sector medians, YoY trajectory
Retention
3-year purge, GDPR / PDPL compliant
At a glance

By the numbers

0
Pillars
0
Frameworks
0
Requirements
0
Maturity levels
0
Scoring layers
0
Languages
0
Report modes
0
Max report pages
Regulatory coverage

15 GCC frameworks mapped to 56 requirements

Clients only ever see frameworks applicable to their region, enforced at both the query layer and the report layer - no cross-contamination.

Region

United Arab Emirates

7
UAE Personal Data Protection LawUAE National AI Strategy 2031UAE AI Charter (2024, 12 principles)UAE AI Ethics Guide (2022)TDRA Digital Government RegulationsDubai Centre for AI (DCAI) GuidelinesAbu Dhabi Digital Authority (ADDA) Standards
Region

Kingdom of Saudi Arabia

8
Saudi Personal Data Protection LawSDAIA National Data Governance FrameworkNCA Essential Cybersecurity Controls (ECC-2:2024)NCA Cloud Cybersecurity Controls (CCC-2:2024)SDAIA AI Ethics Principles (2023 v2)SDAIA AI Adoption Framework (2024)Saudi Vision 2030 - AI TargetsSDAIA Generative AI Guidelines (2024)
Build status

M1 through M6: all milestones shipped

Six development phases, now ready for pilot. Production cutover is a single flag in src/lib/auth/config.ts.

M1
Foundation
Schema, consultant role, nav
M2
Core CRUD
Orgs, assessments, questions
M3
Scoring
Respondent form + 7-layer engine
M4
Consultant
Phase 2 tools, compliance, YoY
M5
Reports
Bilingual PDF (EN/AR/side-by-side)
M6
Lifecycle
Retention, sandbox, reassessment
Ready when you are

The Compass is calibrated. Point it at your first client.

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