Enterprise Intelligence
Enterprise Intelligence
for Facility Management
Ask your operations. Understand what matters.
IQQRA brings conversational intelligence, operational analytics, asset intelligence and voice interaction into the SmartFM ecosystem — turning facility operations into answers you can understand and decisions you can act on.
Discover Nano AIThe Facility Intelligence Gap
Facility systems capture what happened.
Understanding what matters still takes time.
Operational data is everywhere
Assets, work orders, maintenance, complaints, SLA, contracts, workforce and audits generate operational information across every facility.
Insight remains fragmented
Teams still move between modules, reports, dashboards, spreadsheets and people to connect the operational picture.
Decisions arrive after the signal
Recurring failures, SLA exposure and workload issues often become obvious only after they become operational problems.
IQQRA turns the operating record into an intelligence layer.
Platform
From System of Record
to System of Intelligence
Operational System of Record
Enterprise Intelligence Layer
Facility Data Intelligence
Facility Voice Intelligence
SmartFM records the operation.
IQQRA understands the operation.
Two Intelligence Experiences
Two Intelligence Experiences.
One Facility Context.
Facility Data Intelligence
Ask your facility operations naturally — from exact operational retrieval to deeper analysis and asset-level intelligence.
Exact operational answers
Business analysis + intelligence
Object-centric intelligence
Facility Voice Intelligence
Turn natural conversations into structured facility-service interactions — understanding context and connecting to SmartFM.
Understand natural facility descriptions
Match context to facilities and assets
Create tickets and trigger workflows
Intelligence in Action
See how IQQRA moves from a natural question
to operational evidence.
Which facilities need attention today?
3 facilities require management attention
Why is Terminal A2 the highest priority?
71% of current SLA exposure is concentrated in HVAC-related work orders. Three have exceeded normal resolution duration and four remain unassigned.
- · 9 SLA-risk work orders
- · 4 unassigned
- · 2 recurring HVAC issues
- · 6 repeated breakdowns
- · 4 overdue maintenance activities
- · 2 pending inspections
- · 1 escalated complaint
Facility Data Intelligence
Ask your facility operations.
Get answers you can understand.
From exact operational retrieval to deeper analysis and asset-level intelligence — ASK AI adapts its response to match the complexity of your question.
What is the total number of active equipment records?
3,029 active equipment records
List the top 5 localities
| Locality | Count |
|---|---|
| Doha | 2,122 |
| Airside Area | 842 |
| Location 1 | 442 |
| Terminal A1 | 240 |
| Terminal A2 | 161 |
Why did reactive maintenance increase this month?
Reactive maintenance increased 31% month-over-month. The primary drivers were HVAC (+18 work orders) and Electrical (+9 work orders). 74% of the increase originated from 5 recurring assets, suggesting systemic reliability issues rather than isolated incidents.
Reactive MoM
+31%
HVAC Increase
+18
Electrical
+9
Recurring Assets
5
Breakdown by Category
Asset Intelligence
From an asset barcode
to its operational intelligence.
Asset Lens brings identity, maintenance, lifecycle, reliability, work-order and cost context into one dedicated view.
Identify
Scan barcode or search by asset ID
Understand
View identity, location, classification and status
Maintain
Access maintenance history, work orders and schedules
Measure
Review reliability metrics, cost and lifecycle data
AHU-T2-04
Air Handling Unit · Terminal A2, Level 2
Asset ID
AHU-T2-04
Type
Air Handling Unit
Manufacturer
Carrier
Model
39HQ Series
Location
Terminal A2, Level 2
Status
Operational
Maintenance
Total Work Orders
47
Open Work Orders
3
Last PPM
2026-08-12
Next PPM Due
2026-09-12
Breakdowns (Q3)
12
Reliability
Condition
Watch
Breakdowns (YTD)
28
MTBF
13 days
Downtime (YTD)
84 hours
One asset. Its operational story.
Facility Voice Intelligence
When the easiest interface
is a conversation.
Nano AI enables users to interact with Facility Management workflows naturally — understanding service context, guiding conversations and connecting ticket/status interactions back to SmartFM.
Caller
Hey, the AC in the main boardroom is completely dead. It's getting really hot and we have a client meeting in 10 minutes.
Nano AI
I've pulled up the Main Boardroom on Level 3. The ambient sensor confirms a temperature of 26°C. Should I log an urgent P1 ticket for the HVAC team?
Caller
Yes, please do. Tell them to hurry.
Nano AI
Done. Ticket BDM-19284 is logged as Priority 1 and dispatched to the on-site technician. They'll be there shortly.
Building
HQ Tower
Level
Level 3
Space
Main Boardroom
Category
HVAC
Speak
Natural language input
Understand
Facility context resolution
Resolve
Location and asset matching
Confirm
User verification
Interact
SmartFM ticket creation
Every Nano AI conversation connects back to SmartFM — creating tickets, resolving status, and interacting with existing workflows within the governed operational system.
Facility-Native Intelligence
Not adapted to Facility Management.
Built around it.
IQQRA begins with the operational relationships that define Facility Management.
Assets
3 connections
Work Orders
3 connections
PPM
3 connections
BDM
3 connections
Facilities
3 connections
SLA
3 connections
Contracts
3 connections
Employees
3 connections
Facility Audits
2 connections
Space Booking
1 connections
How It Works
Intelligence grounded
in operational truth.
Natural Language / Voice
Facility Semantic Understanding
SmartFM Operational Context
Structured Data + Live APIs
Deterministic Analytics
Intelligence
Domain-Grounded
Built specifically for Facility Management semantics, relationships and operational workflows.
Data-Grounded
Every answer traces back to SmartFM operational data — verified, sourced and governed.
Deterministic Analytics
KPIs, comparisons and calculations use deterministic logic — not model approximation.
Multimodal
Results adapt to the question — text, tables, graphs, dashboards, or voice confirmation.
Use Cases
Real Facility Operations.
Intelligent Answers.
Before IQQRA
Performance is fragmented across reports, dashboards and operational modules. Building a full picture requires time, manual effort and cross-referencing.
With IQQRA
Ask which facilities need attention and why. Receive a prioritized operational picture with evidence, trends and actionable recommendations.
Example query
“Which facilities need attention today?”
Enterprise Trust
Operational intelligence
needs operational control.
IQQRA augments SmartFM operational workflows. It does not replace the controls that govern them.
SmartFM as System of Record
All operational data flows from SmartFM — the governed, auditable Facility Management platform.
Role-Aware Interaction
Intelligence respects the role structure and access controls defined within SmartFM.
Deterministic Calculation
KPIs, comparisons and operational metrics use deterministic logic — not model approximation.
Data Provenance
Every answer shows its source, scope, freshness and record count. Numbers are traceable.
Governed Actions
Any action triggered through IQQRA follows SmartFM workflows and approval structures.
Deployment Flexibility
IQQRA is designed for enterprise deployment within existing infrastructure boundaries.
Built on a real Facility Management operating system.
IQQRA isn't an AI layer searching for a use case. It is intelligence built around operational Facility Management context.
Turn Facility Management data
into Facility Management intelligence.
See how IQQRA can bring conversational intelligence, operational analysis, asset intelligence and voice interaction into your SmartFM environment.