Pelan
Spatial planning, demand unjuraning, zoning, capacity and scenario modelling.
- Urban masterplan
- Feasibility analysis
- Climate and risk assessment
AINNA SmartCityOps unifies urban planning, development control, public infrastructure, finance, sustainability, citizen services and real-time city operasi.
Every stage connects data, rules, approvals, budgets, risks and measurable outcomes.
Spatial planning, demand unjuraning, zoning, capacity and scenario modelling.
Project control, contractors, milestones, permits, budgets and commissioning.
Continuous operations across mobility, utilities, public assets and safety.
Deploy each domain independently or connect them through one urban operating architecture.
Land use, density, zoning, 3D simulation and growth senario.
Traffic flow, smart junctions, parking, transit and walkability.
Leakage, pressure, reservoirs, water quality and consumption.
Demand, outages, solar, EV charging and grid resilience.
Smart bins, routing, recycling and illegal dumping.
Incident coordination, emergency response and public alerts.
Flood, heat, coastal, drought and landslide risk.
Air, noise, rivers, tree canopy and habitats.
Tenaga, access, occupancy and predictive maintenance.
Roads, drains, lighting, parks and lifecycle maintenance.
Facility access, emergency demand and community health.
School access, capacity and future workforce readiness.
Supply, rentals, social housing and affordability.
Investment zones, PKS, tourism, jobs and productivity.
Visitor flows, heritage, events and destination analytics.
Complaints, permits, payments and service tracking.
Budgets, procurement, revenue, CAPEX, OPEX and unjurans.
Dasar, approvals, audit trails, SLA and authority.
Identity, local deployment, classification and security.
5G, fibre, LoRaWAN, sensors and edge connectivity.
Urban agriculture, supply resilience and cold chains.
Freight corridors, delivery zones and micro-habs.
Utiliti, tenants, emissions, logistics and safety.
Carbon, water, energy, waste and sustainability reporting.
Every city operation runs on AINNA NeuralOps a tiered architecture that separates deterministic rules from AI inference.
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 logik handles every critical calculation. AI is called only for anomaly detection, demand unjuraning and exception summaries.
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 operasi.
Every operational output passes through independent validation: sensor bounds, historical baselines, safety thresholds and keyakinan scoring. AI never alters control signals it only annotates, summarises and highlights exceptions for city operator approval.
AI interprets. Detached systems validate, calculate, enforce and escalate.
For operators with internal IT, operations and data teams.
AINNA configures, monitors and improves the operating environment.
AINNA NeuralOps provides the AI agen platform, detached system engine, monitoring layer and secure inference infrastructure that powers SmartCityOps.
Deploy and manage AI agens for urban planning, mobility, utilities, finance and citizen services.
Terokai NeuralOps →Deterministic rule engines for traffic, water, energy, waste, compliance and SLA calculations.
View Sistem Berasingan →Semua inference traffic protected through deployment-specific VPN, encryption and access control.
Infrastruktur Details →SmartCityOps integrates with the full AINNA AI services stack for finance, compliance, data and operasi.
Multi-bank PDF statement compiler Maybank, CIMB, CCMBB to XLSX + JSON.
135+ detached system use cases for city operations and compliance.
Tempatan AI models for city intelligence, reporting and automation.
Bina sistem AI lengkap for city workflow automation.
Maturity, infrastructure, data, governance and investment assessment.
Seni Bina, operating model, digital twin, ESG and five-year plan.
Zoning, population, infrastructure demand and climate senario.
Projek, budgets, contractors, quality, safety and commissioning.
IoT, connectivity, edge systems, device registry and integration.
Mobility, utilities, assets, incidents, safety and environment.
Complaints, permits, payments, alerts and public engagement.
Budget, claims, procurement, revenue, grants and unjuraning.
Carbon, energy, water, waste and biodiversity reporting.
Multi-city, private AI, sovereignty, integrations and SLA.
Kritikal actions are controlled by detached systems: thresholds, calculations, approvals, access rights, SLA, escalation and audit trails.
Single location, selected modules and self-managed agens.
Multi-department, finance, citizen services and managed agens.
Multi-city, private AI, integrations, sovereignty and SLA.
Begin with planning, projects, public assets, citizens, finance or a full command centre.