Plan
Spatial planning, demand forecasting, zoning, capacity and scenario modelling.
- Urban masterplan
- Feasibility analysis
- Climate and risk assessment
AI + Detached Systems + Urban OperationsPlan better.
Plan better.
Build intelligently.
Operate continuously.
AINNA SmartCityOps unifies urban planning, development control, public infrastructure, finance, sustainability, citizen services and real-time city operations.
0City domains
0AI agents
0Audit-ready workflows
AINNACITY CORE
Mobility
Energy
Water
Finance
Safety
ESG
End-to-end city lifecycle
One operating layer from concept to citywide management.
Every stage connects data, rules, approvals, budgets, risks and measurable outcomes.
Develop
Project control, contractors, milestones, permits, budgets and commissioning.
- Programme controls
- Construction monitoring
- Digital infrastructure rollout
Operate
Continuous operations across mobility, utilities, public assets and safety.
- Command centre
- Exception alerts
- Executive reporting
Expanded smart city categories
24 interconnected city domains.
Deploy each domain independently or connect them through one urban operating architecture.
Urban Planning & Digital Twin
Land use, density, zoning, 3D simulation and growth scenarios.
Mobility & Traffic
Traffic flow, smart junctions, parking, transit and walkability.
Water & NRW
Leakage, pressure, reservoirs, water quality and consumption.
Energy & Smart Grid
Demand, outages, solar, EV charging and grid resilience.
Waste & Circular Economy
Smart bins, routing, recycling and illegal dumping.
Public Safety
Incident coordination, emergency response and public alerts.
Climate Resilience
Flood, heat, coastal, drought and landslide risk.
Environment & Biodiversity
Air, noise, rivers, tree canopy and habitats.
Smart Buildings
Energy, access, occupancy and predictive maintenance.
Public Asset Management
Roads, drains, lighting, parks and lifecycle maintenance.
Healthcare & Wellbeing
Facility access, emergency demand and community health.
Education & Skills
School access, capacity and future workforce readiness.
Housing & Affordability
Supply, rentals, social housing and affordability.
Economic Development
Investment zones, SMEs, tourism, jobs and productivity.
Tourism & Culture
Visitor flows, heritage, events and destination analytics.
Citizen Services
Complaints, permits, payments and service tracking.
City Finance
Budgets, procurement, revenue, CAPEX, OPEX and forecasts.
Governance & Compliance
Policies, approvals, audit trails, SLA and authority.
Cybersecurity & Data Sovereignty
Identity, local deployment, classification and security.
Telecommunications & IoT
5G, fibre, LoRaWAN, sensors and edge connectivity.
Food Security & Urban Farming
Urban agriculture, supply resilience and cold chains.
Logistics & Last Mile
Freight corridors, delivery zones and micro-hubs.
Industrial Parks
Utilities, tenants, emissions, logistics and safety.
ESG & Carbon Intelligence
Carbon, water, energy, waste and sustainability reporting.
NeuralOps Architecture
Detached systems, smart routing and deterministic city intelligence.
Every city operation runs on AINNA NeuralOps — a tiered architecture that separates deterministic rules from AI inference.
Detached Systems
Traffic signal timing, water pressure regulation, energy load balancing, waste collection routing and compliance checks run as independent rule-based services. Each operates without continuous AI — deterministic logic handles every critical calculation. AI is called only for anomaly detection, demand forecasting and exception summaries.
Smart Routing
Every city task is classified by type, urgency and safety impact. Routine sensor data routes directly to deterministic engines. Traffic anomalies escalate to AI for analysis. Emergency incidents trigger immediate human dispatch. This tiered approach reduces token consumption while maintaining 24/7 city operations.
Multi-Layer Validation
Every operational output passes through independent validation: sensor bounds, historical baselines, safety thresholds and confidence scoring. AI never alters control signals — it only annotates, summarises and highlights exceptions for city operator approval.
Live operations
City command centre with exception-based monitoring.
City status Operational
--:--:--
Urban activity mapLive
Mobility87%
Water networkStable
Energy load64%
Open incidents12
Detached system activityAudited
City intelligence layer
Specialised AI agents, controlled by deterministic systems.
AI interprets. Detached systems validate, calculate, enforce and escalate.
NeuralOpsCity Intelligence
Planning Agent
Finance Agent
Mobility Agent
Infrastructure Agent
Citizen Agent
ESG Agent
Risk Agent
Operations Agent
SmartCity AI Control
For operators with internal IT, operations and data teams.
- Platform and dashboards
- AI agents and workflow templates
- Detached system rules
- Training and support
SmartCity Managed Operations
AINNA configures, monitors and improves the operating environment.
- Managed agents and monitoring
- Weekly operational reviews
- Executive reporting
- Performance optimisation
Powered by NeuralOps
Enterprise AI infrastructure behind every city.
AINNA NeuralOps provides the AI agent platform, detached system engine, monitoring layer and secure inference infrastructure that powers SmartCityOps.
AI Agent Platform
Deploy and manage AI agents for urban planning, mobility, utilities, finance and citizen services.
Explore NeuralOps →Detached Systems
Deterministic rule engines for traffic, water, energy, waste, compliance and SLA calculations.
View Detached Systems →VPN-Only Infrastructure
All inference traffic protected through deployment-specific VPN, encryption and access control.
Infrastructure Details →AI Services Ecosystem
Connected intelligence across the AINNA network.
SmartCityOps integrates with the full AINNA AI services stack for finance, compliance, data and operations.
Bank Recompiler
Multi-bank PDF statement compiler — Maybank, CIMB, CCMBB to XLSX + JSON.
NeuralOps Scenario
135+ detached system use cases for city operations and compliance.
LLM Hub
Local AI models for city intelligence, reporting and automation.
AI Agent
Build complete AI systems for city workflow automation.
GTM and implementation packages
Deploy by priority, not by hype.
Smart City Readiness
Maturity, infrastructure, data, governance and investment assessment.
Smart City Masterplan
Architecture, operating model, digital twin, ESG and five-year plan.
Planning Intelligence
Zoning, population, infrastructure demand and climate scenarios.
Development Control
Projects, budgets, contractors, quality, safety and commissioning.
Smart Infrastructure
IoT, connectivity, edge systems, device registry and integration.
City Operations Centre
Mobility, utilities, assets, incidents, safety and environment.
Citizen Digital Services
Complaints, permits, payments, alerts and public engagement.
City Finance & Procurement
Budget, claims, procurement, revenue, grants and forecasting.
ESG & Carbon Intelligence
Carbon, energy, water, waste and biodiversity reporting.
Enterprise Smart City
Multi-city, private AI, sovereignty, integrations and SLA.
Governance-first architecture
Smart city decisions must be traceable.
Critical actions are controlled by detached systems: thresholds, calculations, approvals, access rights, SLA, escalation and audit trails.
01AI recommendation
02Rule validation
03Human approval
04Audited execution
AI Agent
Detached Rules
Approval
Execution
Commercial model
Flexible deployment for townships, PBTs and enterprise cities.
RM5k–15k/month
Single location, selected modules and self-managed agents.
RM20k–50k/month
Multi-department, finance, citizen services and managed agents.
Custom
Multi-city, private AI, integrations, sovereignty and SLA.
AssessmentImplementationSubscriptionManaged OperationsIntegrationAnnual Support
Build the operating system for your city
Request consultationStart with the highest-impact use case.
Begin with planning, projects, public assets, citizens, finance or a full command centre.