Industry · Real Estate

Run every project and asset on one live number

Unify ERP, CRM, project schedules, leases, FM and bank data into one governed view — then let SCIKIQ explain what moved, why, and act on it before the milestone, the demand letter or the RERA filing.

01Why now
02Where it hurts

The things your project, asset and finance heads actually say

Every one of these is a real question a developer, REIT or infrastructure owner could not answer from their own data. SCIKIQ turns each into a governed answer — and an action.

Cash & RERA
“Collections sit in thirty project accounts and I can't tell you what we're allowed to withdraw this week.”

SCIKIQEvery receipt traced to its RERA designated account and the ledger; withdrawals checked against cost and completion.

Delivery
“We heard the tower was slipping when the slab milestone was missed — the site reports said so weeks ago.”

SCIKIQSchedule, progress, labour and material on one project model; slippage surfaces with the evidence a project director can check.

Contractor bills
“Every running-account bill comes with a measurement dispute, and the QS can't check them fast enough.”

SCIKIQBills checked against measurement books, BOQ and rate contracts; an agent flags the variance and the QS approves.

Buyers & channel
“The portal, the channel partner and the walk-in desk all claim the same booking — and the brokerage.”

SCIKIQOne buyer record from enquiry to registration, with channel-partner attribution and brokerage claims validated.

Leases & portfolio
“A simple question on escalations across the office portfolio takes my team three days of spreadsheets.”

SCIKIQEvery lease abstracted onto one portfolio model — rent roll, escalations, lock-ins and vacancy risk on demand.

True margin
“We priced the project at one margin and we'll deliver it at another. Nobody can show me where it went.”

SCIKIQCost-to-complete and earned value by package, traced back to the feasibility assumptions the land committee approved.

Three kinds of data, one governed graph — SCIKIQ fuses live IIoT signals, systems of record, and the documents in between.

Site, building & field signals

live signals & telemetry

BMS & building IoT signalsLift, DG set, pump & HVAC sensorsToll, traffic & ridership countsSCADA on transmission & utilitiesOffline field inspections (GPS, readings, photos)
Structured

systems of record

ERP cost codes, BOQ & budgetsCRM bookings, payment plans & demand lettersMSP / Primavera schedulesRent rolls & tenant receivablesBank statements & RERA account withdrawals
Unstructured

text, images, audio

Titles & approval documentsLeases & joint-development agreementsContractor bills & measurement booksDaily progress reports & site photosSnag lists & resident tickets
One governed 360 & knowledge graphfused, contextualised and AI-ready
03The four layers

Four layers. Each answers a harder question.

Enterprise 360 tells you what happened. The knowledge graph tells you why. The copilot explains it in plain language. The agent factory does something about it — on your real estate data.

01
Layer 1 · Enterprise 360

What is happening?

Unify land, sales, construction, lease and cash data across ERP, CRM, project tools, FM and banks into one real-time portfolio view — so project, asset and finance teams work from the same numbers, unit by unit.

OutcomeProject & portfolio control
Real Estate control towerCollections · delivery · cost · occupancyLIVE
Collections vs demand
%
82.4
3.1down
RERA account breaks
open
37
9up
Milestone slippage
days
46
12up
Cost-to-complete variance
%
6.8
1.4up
Portfolio occupancy
%
91.2
0.6up
Tenant receivables
days
54
1down
Select any metric to drill into its trend, root cause and AI analysis
Trend
Root cause

AI analysis
Contributing factors weighted attribution · explainable
Recommended
02
Layer 2 · Knowledge Graph

Why is it happening?

Trace the relationships between land, units, buyers, contractors, leases and receipts to find the cause behind a number that moved — with the exact document or record behind every fact.

OutcomeRoot cause & traceability
Drag to move · scroll to zoom · click a node to inspect

Traced: Collections fell 3.1pt on Tower B — traced to a slab milestone that slipped five weeks, back to a formwork contractor's disputed running-account bill, and the demand letters that cannot go out until the milestone is certified.

03
Layer 3 · AI Copilot

Tell me, in plain language

Let a project director, asset manager or CFO ask about collections, slippage or a lease in plain language — answered from governed data with full lineage, not a spreadsheet.

OutcomeFaster decisions
SCIKIQ CopilotGrounded on your Real Estate knowledge graphONLINE
Grounded & citedDocument uploadVoiceWeb (governed)
04
Layer 4 · Agent Factory

Don’t just tell me — fix it

Turn answers into action. Agents read the documents, reconcile the numbers and route the work — payments, waivers and certifications always wait for a named owner, and every step is logged.

OutcomeCash, delivery & compliance protection

RERA Withdrawal Agent

Prepares a defensible withdrawal request, gaps flagged.

TriggerA project is ready to draw from its RERA designated account
ReadsEngineer & CA certificates, ERP (cost incurred), Bank (prior withdrawals)
ActsChecks cost against completion, computes the eligible amount, drafts the request for CFO approval
Releases project cash faster without a withdrawal the regulator can question.

Contractor Bill Checker

Checks every running-account bill before it is paid.

TriggerA contractor bill is submitted for a package
ReadsMeasurement books, BOQ & rate contracts, Site stores (material issued)
ActsFlags quantity, rate and material variances and routes the bill to the quantity surveyor
Stops overbilling and keeps every deduction on record for audit.

Schedule Risk Agent

Warns before a milestone is missed, not after.

TriggerProgress, labour or material trend puts a milestone at risk
ReadsMSP / Primavera (schedule), Daily progress reports & site photos, Labour & equipment logs
ActsAssembles the status and variance with evidence and alerts the project director
Defends the RERA completion date and the collections tied to each milestone.

Lease & Renewal Agent

Keeps every lease term visible across the portfolio.

TriggerA lease nears expiry, escalation or lock-in end
ReadsLease abstracts, Rent roll, Tenant receivables
ActsDrafts the renewal brief and escalation notice for the asset manager to approve
Protects rent and occupancy and catches missed escalations.
04Where it pays back

Domain by domain: the data each part of the business runs on, what SCIKIQ does there, and the accelerators and agents that are already built.

05The outcome

What asset owners, developers and contractors get

One governed view across projects, sales, collections and compliance.

Project 360Cost, progress and sales in one view
EarlierWarning on collections and construction slippage
Role-based360s from CEO to head of collections
WeeksTo a live real-estate 360
06Skill your team

The engineers who deploy this

SCIKIQ Certified Data and AI Engineer runs a specialisation for this sector — the same value chain, data landscape and constraints as this page, taught as hands-on labs with timed assessments and two end-to-end capstones.

See all 21 specialisations

Which of those sounds like your month-end?

We would love to think through it with you — no pitch, no form maze.

Talk to us

Frequently asked questions

How does SCIKIQ help developers with RERA and collections?

It joins sales, collections, project accounts and construction progress into one governed view, so RERA withdrawals, collections and project cash can be traced to the units and milestones behind them.

Can SCIKIQ check contractor bills against progress?

Yes. An agent compares contractor bills with measured progress and contract rates and flags discrepancies for a person to approve before payment.

Does it cover leasing and portfolio assets?

Yes. Leases, renewals and asset performance sit in the same governed view, so portfolio owners and REIT teams work from one set of numbers.