dr2.ai

Corporate Real Estate

In order to adapt to changing work environment, CRE is taking part in technology revolution, which results in greater usage of IT systems, IoT sensors, open APIs and data analytics (smart buildings). As result large volume of diverse data is gathered and stored that provides great opportunity for applying advanced analytics – building decision support AI/ML systems for immersed insights and automation:

Future workspace – tracking, optimising and predicting space utilisation using available occupancy sensor data (i.e. badge systems, motion sensors, beacons, wifi positioning, cameras) and external feeds (including weather, traffic, air pollution) for occupancy planning, supporting agile workplace, remote working standards and increasing tenant wellbeing. Building/workplace design with generative AI.
Energy conservation & GHG reduction – portfolio reporting, benchmarking consumption based on building characteristics and weather data, anomaly detection and patterns recognition in relation to buildings’ electricity, gas and steam consumption (billing information from energy providers, smart meters and BMS interval data).
Predictive maintenance– early asset degradation and failure detection, work orders analytics, preventive maintenance and schedule optimisation for efficient facility management utilising IoT and BMS asset interval data and feeds from CMMS systems.
Location analytics – investment/site selection based of various criteria and data feeds (i.e. driving/commuting time, proximity to POI, employees and neighbourhood profiling).
Operations efficiency and resilience – energy, occupancy and asset performance scenario planning with prescriptive analytics and reinforcement leaning for generating potential course of automatic actions that can be fed to BMS systems for optimisation in relation to weather conditions, occupancy rate, energy consumption peaks and potential asset malfunction.

Our solutions are designed and custom-built for any CRE related group of recipients, including investors, tenants/employees, office managers, occupancy planners, facility managers, engineers and energy professionals.

For more information please see Smart Building and Energy sections.