ODIN
Agentic AI Asset Management for Manufacturing and Real Estate
ODIN is agentic AI asset management software that turns plants, buildings and their connected systems into predictive, self-managing operations.
"ODIN unifies the full asset spectrum — production equipment and utilities on the plant floor; HVAC, elevators and energy systems in buildings; and the sensors, access controls and operational systems that connect them. "
What ODIN does
ODIN is an agentic AI asset management platform for manufacturers, real estate owners and facilities teams. It connects IoT sensors, BMS and SCADA, CMMS/CAFM, ERP, and plant or floor layouts into one intelligent layer. Role-aware AI agents then detect defects, predict maintenance, optimise energy and automate service requests across manufacturing sites and commercial, residential and mixed-use portfolios.
Early access: ODIN for manufacturing sites and commercial real estate. Talk to our team at aspl.ai/contact to join.
The Problem It Solves
Plants and property portfolios generate vast operational data from sensors, SCADA, BMS and maintenance systems, yet most of it stays trapped in silos. Fragmented tools, manual workflows, and a lack of contextual intelligence create costly gaps:
Missed defects during the DLP (Defect Liability Period — the post-handover phase when builders are responsible for fixing construction faults) and reactive, not predictive, maintenance
Underperformance on energy efficiency and ESG (Environmental, Social, and Governance) reporting required by investors and regulators
Unplanned downtime on production lines, slow service response, fragmented facilities operations, and rising cost-per-square-foot for property managers
Key Capabilities
Automated defect detection and commissioning analytics for new developments and DLP handover
Predictive maintenance powered by machine learning models trained on IoT sensor streams and historical work orders, going beyond traditional CAFM software's reactive ticket tracking
AI-driven energy optimization with continuous ESG data tracking and compliance-ready reporting
Conversational AI agents that triage service requests, route work orders, and answer asset queries
Contextual knowledge retrieval across plant and floor layouts, equipment manuals, warranties, and maintenance history
Open APIs and connectors for BMS, SCADA, IoT gateways, ERP, CMMS and CAFM (Computer-Aided Facility Management) systems
Defect Detection and Commissioning
Computer-vision and rule-based AI that flags construction defects, validates commissioning checklists, and accelerates DLP closure for builders and developers.
- ▸ Image and video-based defect identification
- ▸ Automated snag-list generation and tracking
- ▸ Commissioning readiness scorecards
- ▸ DLP compliance and warranty logging
Predictive Maintenance and Asset Health
IoT-native ML engine that predicts failures in production assets, utilities, HVAC and elevators before they disrupt operations.
- ▸ Real-time anomaly detection from sensor data
- ▸ Failure forecasting with 30 to 60 day lead time
- ▸ Lifecycle tracking for critical equipment and building systems
- ▸ Work-order automation and technician dispatch
Energy Optimization and ESG Compliance
AI-driven energy intelligence that reduces consumption and produces audit-ready sustainability reports.
- ▸ HVAC and lighting load optimization
- ▸ Line-, site- and tenant-level energy attribution and feedback
- ▸ Carbon, water, and waste KPI dashboards
- ▸ GRESB, BREEAM, and LEED-aligned reporting
Service and Facilities Agents
Role-aware conversational agents that handle service requests, answer asset questions, and learn from every interaction.
- ▸ 24x7 assistant for service requests from operators, occupants and tenants
- ▸ Smart fault triage and SLA tracking
- ▸ Multi-channel access via web, mobile, and chat
- ▸ Continuous learning from resolved tickets
From data to decisions
ODIN transforms plants and property portfolios into intelligent, self-improving operations using a modular four-layer architecture built around agentic AI (autonomous AI systems that make decisions and execute actions without step-by-step human prompts).
Connectors
Secure integrations with IoT sensors, BMS, SCADA, CMMS/CAFM, ERP, and document repositories unify structured telemetry with unstructured asset records.
Analytics Engine
Visual dashboards, KPIs, and anomaly alerts tailored to equipment health, building performance, energy intensity, occupancy, and lifecycle costs.
Agentic AI Layer
Named agents — the Defect Detection Agent, Predictive Maintenance Agent, Energy Optimization Agent, and Service Request Agent — make decisions and trigger workflows using your asset, operations, and history data.
Continuous Learning
Agents improve over time by learning from service interactions, maintenance outcomes, sensor patterns, and human feedback loops.
Built for every stakeholder
Plant and Maintenance Heads
- ▸ Predictive maintenance on production assets and utilities
- ▸ Reduced unplanned downtime with early failure warnings
- ▸ Energy per unit produced tracked across lines and sites
Builders and Developers
- ▸ AI-powered defect detection during the DLP phase
- ▸ Commissioning analytics and handover readiness insights
- ▸ ESG, warranty, and compliance data logging from day one
Property and Facilities Managers
- ▸ Predictive maintenance scheduling that cuts unplanned downtime
- ▸ Smart triage of faults, tickets, and service requests
- ▸ Lifecycle tracking for HVAC, elevators, and critical systems
Real Estate Analysts and Asset Owners
- ▸ Occupancy trends, density metrics, and space utilization
- ▸ Operational cost benchmarking across the portfolio
- ▸ Investment and portfolio performance KPIs in real time
Occupants and Service Users
- ▸ Real-time fault alerts and resolution updates
- ▸ Energy usage feedback to encourage sustainable behavior
- ▸ Conversational AI assistant for service requests and FAQs
What you get
Centralized asset intelligence that accelerates operating decisions across plants and portfolios
Lower operational and maintenance costs through predictive, not reactive, workflows
Less unplanned downtime and faster service resolution for operators, occupants and tenants
Audit-ready ESG and compliance reporting for investors, regulators, and certifying bodies
Scalable, cloud-native infrastructure designed for multi-asset enterprise deployments
Faster developer handover with fewer DLP disputes and stronger warranty tracking
Where ODIN delivers
Mixed-Use Portfolio Intelligence
From fragmented building systems to a unified agentic AI operations layer
Project brief
A mixed-use real estate operator running 20 plus assets on 5 plus disconnected platforms used ODIN to unify BMS, IoT, and CAFM data into one intelligent layer. Agentic AI workflows replaced manual reporting and reactive maintenance, cutting handover and commissioning cycle time from 7 to 9 days to hours while surfacing energy and ESG insights across the entire portfolio.
Our scope
- ▸ Agentic AI platform unifying BMS, IoT sensors, CAFM, and document systems across 20 plus buildings
- ▸ Defect Detection Agent automating DLP snag lists and reducing builder handover disputes
- ▸ Predictive Maintenance Agent forecasting HVAC and elevator failures using sensor telemetry
- ▸ Energy and ESG dashboards delivering audit-ready reports for investors and certifying bodies
- ▸ Tenant Service Agent resolving routine requests around the clock with full ticket-pipeline visibility
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