PROOF OF CONCEPT · FIELD ASSESSMENT REPORT · APRIL 2025
Ministry of Finance
Headquarters Building
Al Danah · E11 · Abu Dhabi UAE · 24.4854°N 54.3774°E · 2-person team · 2-day assessment · 1,638 assets captured and AI-processed
3.8/5
Overall Condition
2004
Year Built
AED 285M
Replacement Value
91.4%
AI Confidence Avg
AED 8.4M
Annual OPEX
FY 2024/25 actual
3.8/5
Building Condition
Maintenance recommended
AED 7.2M
Capital Investment Required
3 priority projects · 4yr payback
91.4%
AI Data Confidence
1,638 assets processed
Overall Building Condition Score
Composite score across all asset categories and systems
3.8/5
Acceptable — maintenance required across MEP and security systems
Structural
82%
Façade
78%
HVAC/MEP
60%
Electrical
64%
BMS/Controls
42%
Security
36%
Fit-out/FFE
75%
Asset Category Distribution
1,638 total assets captured and AI-classified
HVAC Systems — 187
Electrical — 142
Fire & Safety — 98
Plumbing — 89
Other MEP — 98
Furniture/FFE — 1,024
Building Profile
Year built
2004
Last renovation
2015
GFA
42,800 sqm
Floors
12 + PH + 2 Basement
Occupancy
~1,800 daily
Structure
RC frame
Assessment Summary
MEP assets
614
FFE assets
1,024
Critical flags
4 URGENT
QA reviewed
1,638/1,638 100%
AI confidence
91.4% avg
Data residency
🇦🇪 UAE only
Financial Snapshot
Annual OPEX
AED 8.4M
FM contracts
AED 3.1M
Energy costs
AED 2.9M
CAPEX required
AED 7.2M
Annual saving
AED 712K
Payback period
4.0 years
Asset intelligence
AI-Classified Asset Portfolio
1,638 assets captured, enriched by GPT-4o agents, QA-reviewed and approved. All data processed on Azure UAE North Standard.
614
MEP / Hard Assets
Mechanical · Electrical · Plumbing
1,024
FFE / Soft Assets
Furniture · Fixtures · Equipment
4
Critical Issues Flagged
Immediate action required
89%
Auto-Approved by AI
≥ 85% confidence threshold
Asset Condition by System Category
Average condition rating 1–5 per system type
AI Confidence Score Distribution
Records by confidence band — determines QA routing
Floor-by-Floor Asset Density
MEP assets captured per floor
Asset Age Profile
Distribution of MEP assets by installation decade
Condition Rating Breakdown
All 1,638 assets by condition tier
Excellent — 130
Good — 557
Acceptable — 294
Poor — 49
Critical — 4
Financial intelligence
Operating Cost Analysis
Annual OPEX of AED 8.4M with 3-year 18% cost increase driven by reactive maintenance and ageing systems.
AED 3.1M
FM Contracts Annual
Hard FM · mechanical & electrical
AED 2.9M
Energy & Utilities
Electricity · water · chilled water
AED 2.4M
Security & Soft FM
Guarding · cleaning · other
+18%
3-Year OPEX Increase
Reactive maintenance driver
Annual OPEX Breakdown — AED 8.4M
Hard FM dominates at 37% — heavily driven by reactive maintenance
5-Year OPEX Trend & Projection
Actual 2021–2025 and projected post-CAPEX investment
Hard FM Cost Breakdown
AED 3.1M annual — by system category
OPEX Comparison — Before vs After CAPEX
Year-by-year OPEX savings from capital investment
Capital expenditure forecast
Priority Capital Projects — AED 7.2M
3 critical projects identified during the AI-assisted field assessment. Combined payback: 4.0 years through energy savings and FM cost reduction.
CAPEX by Project
AED 7.2M total investment across 3 projects
ROI & Payback Timeline
Cumulative savings vs capital outlay — 10 year view
🏗️ Building Management System — Major Upgrade
Siemens Desigo CC · Full plant integration · Predictive analytics · AI-ready
URGENT · P1
Estimated Cost
AED 5,000,000
Vendor
Siemens Building Technologies
Timeline
Q3 2025 — Q1 2026
Annual Saving
AED 620K/yr
🚗 Parking Lighting + LPR System
LED upgrade (B1+B2) · ANPR cameras ×8 · Smart parking management · 340 bays
HIGH PRIORITY · P2
Estimated Cost
AED 820,000
Scope
B1+B2 · 340 bays
Timeline
Q4 2025 — Q1 2026
Annual Saving
AED 92K/yr
🚧 Turnstiles & Security Gate Replacement
14 optical turnstiles · 6 security gates · Emirates ID biometric · Face recognition · UAE Gov compliance Dec 2026
HIGH PRIORITY · P3
Estimated Cost
AED 1,380,000
Units
14 turnstiles + 6 gates
Timeline
Q2–Q3 2026
Compliance
Dec 2026 deadline
Energy & sustainability
Energy Consumption & Benchmarking
11.4M kWh annual electricity — 23% above benchmark for comparable government administrative buildings. Primary driver: outdated BMS running HVAC at constant load.
11.4M
kWh Annual Electricity
AED 1.82M · +12% YoY
88,200
m³ Water Annual
AED 530K · −3% YoY
+23%
vs Peer Buildings
Energy benchmark gap
AED 680K
Saving Potential/Year
Post BMS upgrade
Electricity Consumption by System
HVAC responsible for 68% — overconsumption driven by outdated BMS scheduling
Energy Consumption Trend — 5 Years
Actual kWh vs benchmark · Projected saving after BMS upgrade
Energy Cost vs Benchmark
AED/sqm/yr — MoF HQ vs Abu Dhabi gov buildings avg
Monthly Energy Profile
Seasonal HVAC load variation — summer peak 2.1× winter baseline
Carbon Footprint
tCO₂ equivalent — actual vs projected post-upgrade
⚠️
Critical finding: BMS is running HVAC at near-constant load regardless of occupancy levels. Analysis of ADDC interval data shows weekend and evening energy consumption at 78% of peak weekday load — indicating near-zero demand-response capability. Estimated waste: 3.1M kWh/year (AED 510K). This is the primary driver for the Siemens BMS upgrade (Project 1).
Technology whitepaper
Security, Sovereignty & Platform Architecture
Technical reference for the UAE sovereign data architecture underpinning this assessment — from field device to client dashboard. All data processing within UAE geography.
🇦🇪
Full UAE data residency confirmed across all five platform layers. Every byte of field data, AI inference output, QA decision, dashboard metric, and audit log is stored, processed, and backed up within UAE geography. Zero egress.
ComponentHostingProcessingBackupKey ControlStatus
MRI CAFMCore42 Abu DhabiCore42, UAECore42, UAEVendor deploys to client's Core42 tenantCONFIRMED
42Gears MDM42Gears UAE regionUAE regionUAE regionDevice-level AES-256 encryption enforcedCONFIRMED
Power Automate / OneDriveMicrosoft UAE tenantMicrosoft UAEUAE geo-redundantGeography enforced at M365 tenant levelCONFIRMED
Azure OpenAI GPT-4oAzure UAE NorthUAE North — Standard ONLYStateless — not retainedStandard deploy type = UAE-only inferenceCRITICAL CONTROL
Power BIMicrosoft UAE tenantMicrosoft UAEUAE geo-redundantSharePoint B2B guest access — UAE hostedCONFIRMED
⚠️
Critical Azure note: Azure OpenAI data residency is governed by deployment type selected at provisioning — not by region alone. Standard deployment must be selected (not Global Standard or DataZone). This is enforced as a mandatory deployment policy and documented in all compliance submissions.
FIELD CORE42 UAE M365 UAE TENANT AZURE UAE NORTH OUTPUT Field Operations MRI CAFM Mobile 42Gears MDM Android Devices OFFLINE-FIRST ENCRYPTED SYNC Sovereign CAFM MRI CAFM Platform Asset Registry REST API CORE42 ABU DHABI UAE SOVEREIGN Workflow Automation Power Automate OneDrive · SharePoint Power BI M365 CSP UAE TENANT ZERO COST AI Processing Azure OpenAI GPT-4o UAE North · Standard 4 domain agents STANDARD = UAE ONLY NOT GLOBAL/DATAZONE Intelligence Output Power BI Dashboards SharePoint Portal Client reporting SHAREPOINT B2B ROLE-BASED ACCESS 🇦🇪 ALL DATA WITHIN UAE GEOGRAPHY · ZERO EGRESS · EVERY LAYER AUDITABLE
Device control
42Gears SureMDM
  • Remote wipe on device loss
  • Kiosk mode — MRI CAFM only
  • OTA app distribution
  • AES-256 encryption enforce
  • Geofencing zone alerts
  • Device compliance blocks sync
Data capture
MRI CAFM Mobile
  • Offline-first local queue
  • GPS auto-capture on form open
  • Mandatory photo fields
  • QR/barcode scanning
  • Background encrypted sync
  • Role-based field views
Validation controls
Field Quality Gates
  • GPS accuracy >20m rejects
  • Min photo count by tier
  • Nameplate legibility check
  • Session duration logged
  • Device fingerprint per record
  • Cannot submit with gaps
Agent 01
Condition Agent
Interprets condition ratings, field notes, and photo metadata. Generates standardised health score 1–5. Flags deterioration and maintenance risks per asset class.
Agent 02
Enrichment Agent
Classifies and tags assets against government taxonomy. Detects duplicates. Fills incomplete fields from context. Ensures schema compliance.
Agent 03
Anomaly Agent
Identifies outliers against building category baselines. Flags records where condition, age, or specification data falls outside expected parameters.
Agent 04
Summary Agent
Generates natural-language summaries of asset condition and priority for each building and entity. Feeds directly to Power BI narrative panels.
Deployment specification
Model
GPT-4o (2024-11-20)
Region
Azure UAE North
Deploy type
Standard ← Critical
Integration
Power Automate HTTP
Output format
Structured JSON + score
Data retained?
No — stateless inference
Confidence routing
≥ 85% confidence → Auto-approved
Written directly to Power BI dataset. Target: ≥85% of all records.
< 85% or anomaly → QA review queue
Human reviewer sees raw input vs AI output side-by-side. Every decision identity-stamped.
RoleSystem AccessWhat They Can DoAuthenticationAudit Trail
Field AssessorsMRI CAFM Mobile onlyCreate and submit records only. Cannot view or export after submission.MDM device + MRI login + GPS verifiedGPS + timestamp + device fingerprint per record
QA ReviewersOneDrive QA queue + CAFM readReview flagged records. Approve / reject / return. Cannot edit raw data.Azure Entra ID + MFA enforcedReviewer ID + timestamp + decision logged
Data EngineersPower Automate + admin + Power BIConfigure flows, monitor health. No client dashboard without grant.Entra ID + MFA + RBAC rolesAdmin actions in M365 + Azure Monitor
Client / DGEPower BI read-only (SharePoint)View dashboards only. No raw data, no individual records, no AI outputs.SharePoint B2B guest + Azure ADPage views + exports in Power BI audit log
Platform AdminFull stack — JIT accessSystem config. Dual-person auth for destructive actions.Azure PIM — just-in-timeAll sessions recorded and monthly reviewed
ℹ️
Principle: Least privilege enforced at every layer. MFA mandatory for all roles with write or review access. UAE PASS federation available for government client authentication.
Field audit
Device & Capture Log
  • GPS coordinates per record
  • Timestamp of capture
  • Device fingerprint (IMEI)
  • Assessor login identity
  • Session duration logged
  • Photo metadata retained
AI audit
AI Processing Log
  • Model version per call
  • Azure call ID logged
  • Confidence score recorded
  • Input/output hash stored
  • Routing decision logged
  • Azure Monitor coverage
QA & approval audit
Human Decision Log
  • Reviewer identity (Entra)
  • Decision timestamp
  • Approve/reject/return
  • Comments recorded
  • SharePoint versioning
  • Full lineage export
Immutable trail: Deletion of records is not permitted — only status updates. SharePoint version history provides full document lineage. Full audit export available on demand for regulatory review.
Site reference
Ministry of Finance — Abu Dhabi HQ
Location
Address
Al Danah · E11 · Abu Dhabi
Coordinates
24.4854°N · 54.3774°E
District
Al Danah District
Phone
+971 800 533336
Rating
⭐ 4.5 / 5
Hours
Sun–Thu 07:30–15:30
Assessment details
Assessed
April 2025
Team
2 assessors + 1 QA reviewer
Duration
2 days on-site
Assets captured
1,638
AI processed
1,638 / 1,638
Data location
🇦🇪 UAE — all layers
📍 Ministry of Finance — Abu Dhabi · Al Danah District
24.4854°N 54.3774°E · Live Map · Google Maps