Industries · Real Estate & PropTech

Real-estate AI for UAE developers and REITs.

Off-plan valuation, leasing pipeline conversion, smart-building intelligence and facility analytics — integrated with Yardi, MRI and your BMS, on models trained against RERA, DLD and ADREC data. A measured P&L outcome inside two launch cycles, not a slide pack.

Request a valuation back-testWhatsApp the teamDownload the off-plan accuracy report

Unit-level valuation on RERA/DLD data. Integrated with Yardi and MRI. UAE-resident model training and inference.

Architectural model of a UAE residential tower with unit-level valuation pills overlaid on each floor

Tower B · Floor 28 · Unit 2806

2 BR · 1,310 sqft · SE corner

Review

Model price

AED 2.41 M

DLD comp band

2.46-2.58 M

Variance

-4.2%

Priced 4.2% below comp range — flagged for review before launch.

3.7%
MAPE on Dubai off-plan unit-level back-test (5K-unit sample)
14 pp
Leasing-pipeline conversion uplift over a 9-month window
22%
MTTR reduction on HVAC and lift faults across 1.6M sqm
11%
Energy-intensity reduction on a flagship Dubai community

The problem on the table

The board has asked, again, why the AI roadmap has not produced a P&L outcome.

The off-plan pricing model is rebuilt in a spreadsheet every cycle, the leasing pipeline is unforecasted at unit level, the BMS data is collected but never connected to a tenant-experience or energy-savings story, and the previous PropTech engagement was a SaaS pilot that did not integrate with the Yardi or MRI estate.

BMS API lock

The previous vendor could not get past the BMS supplier.

Siemens, Honeywell, Schneider and Johnson Controls each control their API layer. A model without a sanctioned read path stalls at integration. Brocode documents the BACnet/IP or KNX bridge before procurement signs.

AVM credibility

The valuation team distrusts AVMs for good reason.

Property-portal AVMs report city medians. Off-plan inventory needs tower-and-floor-level modelling on actual DLD transfer prices with confidence intervals, not a single point estimate.

Yardi / MRI estate

The model has to live inside the financial estate.

No data-warehouse rebuild. Named connectors into Yardi Voyager, MRI Software, Oracle JDE, Oracle Property Manager and SAP RE-FX; leasing signals write back into Salesforce or Dynamics.

Use-case map

Nine concrete AI use cases the asset-management team uses weekly.

Each panel below is in production with a UAE master developer, REIT or facility-management operator. Numbers are anonymised and approved by the engagement lead.

Off-plan unit-level valuation

Hedonic plus tree-ensemble price models trained on RERA/DLD and ADREC transaction feeds. Per-unit estimate with documented confidence intervals; flags units priced outside the comp band before launch.

Standing-stock revaluation

Quarterly mark-to-market on standing portfolios with audit trail. Cuts the spreadsheet rebuild cycle the analyst runs each cycle and gives the board a defensible number against DLD comparables.

Leasing pipeline conversion

CRM-native model on Salesforce or Microsoft Dynamics with churn signals from FM tickets. Unit-level probability-of-letting and expected time-to-lease at the lease-up phase.

Smart-building energy intelligence

Energy-disaggregation and occupancy-forecasting models on Siemens Desigo, Honeywell Forge, Schneider EcoStruxure and Johnson Controls data. Setpoint advisory inside the BMS supplier envelope.

Predictive FM ticket routing

Routing and MTTR forecasting on IBM Maximo, Archibus and MRI. SLA risk scoring per asset for the FM operator desk; HVAC and lift fault prioritisation tuned to the portfolio.

Tenant-experience signal

NPS and aspect-level sentiment across English and Khaleeji Arabic tenant surveys, with retention propensity feeding into renewal price and concession decisions.

Construction-progress vision

Computer vision on site cameras and drones for floor-by-floor completion tracking; feeds an estimated practical-completion date into the launch-marketing calendar.

Digital-twin bindings for giga-projects

Autodesk Tandem and Bentley iTwin bindings for the giga-project office. AI-generated occupancy and energy signals attach to the twin rather than living in a separate dashboard.

Document intelligence on title and lease

Arabic-and-English extraction across title deeds, Oqood contracts, escrow statements and lease agreements. Cuts manual conveyancing handling on M&A and portfolio diligence.

Integration mechanism

Built to live inside the property estate you already run.

No migration story. The Brocode stack writes into your property accounting, your CRM and your BMS through named connectors. Procurement gets the integration pattern in writing before the SoW.

Property accounting
Named connectors for Yardi Voyager, MRI Software, Oracle JD Edwards, Oracle Property Manager and SAP RE-FX.
CRM & leasing
Salesforce and Microsoft Dynamics native; lease-up signals piped back into the opportunity record.
BMS & smart building
Siemens Desigo CC and Building X, Honeywell Forge, Schneider EcoStruxure, Johnson Controls OpenBlue via BACnet/IP and KNX bridges.
CAFM & FM
IBM Maximo, Archibus and MRI ticket routing, with predictive MTTR and SLA risk feeding the FM control room.
Digital twin
Autodesk Tandem and Bentley iTwin partner-grade bindings for the giga-project office and the operations side.
Sovereign data layer
RERA/DLD/ADREC ingestion runs inside a UAE-resident environment with documented data-source attribution.

Regulators & standards

Anchored to the registries and rules your valuation team already trusts.

Dubai Land Department & RERA

Weekly transaction ingestion; valuation models are anchored to the DLD comparable set and reviewed against RERA index data.

Abu Dhabi Real Estate Centre (ADREC)

ADREC registry ingestion for Abu Dhabi standing stock and Saadiyat/Yas off-plan, with the same provenance trail.

UAE PDPL & data residency

Federal Decree-Law 45 conformance statement; tenant and buyer PII stays inside the country across model training and inference.

Net Zero 2050

Energy-intensity outcomes mapped to the group sustainability report so a sukuk or green-bond cycle has a quantified narrative.

Reference engagements

Four anonymised cases the asset-management board accepted.

All numbers are signed off by the engagement lead and verified against the client's own internal reporting before publish.

“Off-plan unit-level valuation across a 2,400-unit launch with median absolute error of 3.7 percent against actual close prices, validated by the developer's own valuation team.”
UAE master developer — off-plan launch
“Leasing pipeline conversion lift of 14 percent across a 9-month window through unit-level prioritisation; the asset manager kept the operating model and added the model on top.”
GCC REIT — leasing pipeline
“HVAC and lift fault routing on a 1.6 million sqm portfolio cutting MTTR by 22 percent. The FM operator owns the ticket flow; the model sits alongside Maximo.”
UAE facility-management operator
“Occupancy-aware HVAC setpoint optimisation on a flagship Dubai community cutting energy intensity by 11 percent over 12 months, with the BMS supplier kept in the loop.”
Mixed-use community — smart building

Vs the alternatives on your shortlist

PropTech SaaS, Big-4 advisory, BMS-bundled AI or in-house BI — where Brocode sits.

A senior CDO has usually been offered all four. The comparison below reflects the brief our engagement leads hear on first call.

Capability	Brocode	PropTech SaaS	Big-4 advisory	BMS-bundled AI
RERA / DLD / ADREC native ingestion
Unit-level off-plan accuracy on UAE inventory	MAPE 3.7% (5K-unit Dubai back-test)	City median only	Advisory PDF	Vendor-bundled estimate
Yardi / MRI / Oracle JDE / SAP RE-FX coexistence		Within own ecosystem only	Through advisory IP	Limited
BMS-agnostic across Siemens, Honeywell, Schneider, JCI		Vendor-locked module		Own-hardware first
Autodesk Tandem / Bentley iTwin bindings
UAE-resident model training & inference		Regional, not always UAE	Public-cloud first	Vendor cloud
Running models the asset team uses weekly		Reporting only	Strategy decks	Dashboards

Compared with VTS / Reonomy / HqO / JLL Azara / Yardi Elevate; CBRE / JLL / Knight Frank / Deloitte Real Estate; Siemens Building X / Honeywell Forge / Schneider EcoStruxure.

Free download

Dubai Off-Plan Valuation Accuracy Report

28-page PDF with a unit-by-tower-by-community accuracy matrix on a 5,000-unit Dubai sample. Our delivered model versus three publicly available AVMs and a hedonic baseline, plus the seven data-quality issues in RERA/DLD feeds that distort off-plan price models.

Unit-level MAPE: 3.7% Brocode vs 11.4% best public AVM
Tower-by-tower accuracy matrix across 12 communities
Hedonic baseline plus tree-ensemble blend explained
Seven data-quality traps in RERA / DLD feeds
ADREC overlay for Abu Dhabi off-plan inventory
Sample valuation API contract for procurement

FAQ

The questions a CDO asks before the second meeting.

If something is missing here, raise it on WhatsApp or in the form below. The engagement lead replies within one business day.

We ingest the Dubai Land Department transaction feed weekly and the ADREC Abu Dhabi registry on the published cadence. Off-plan and ready-market comps are versioned, and the model retraining schedule is fortnightly with documented data-source attribution against every prediction. The provenance trail is what your valuation team needs to defend the number internally.

Talk to the engagement lead

Tell us about the inventory or portfolio you want back-tested.

Six short questions, then a senior engineer responds with a scoped back-test outline. No procurement loop on the first round.

Prefer to chat?

Most CDOs ping the team on WhatsApp first. The message is pre-filled with the use case so you do not have to type the brief twice.

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