Real Estate and Construction
Property developers, engineering & construction, REITs, and smart facilities. 36 verified customer use cases (94% with quantified ROI · Avg Value Score 87.2 · 100% with mapped architecture components).
- Verified stories
- 36
- Quantified ROI
- 94%
- Avg value score
- 87.2
- Vendors deployed
- 12
- Distinct products
- 139
Architecture Stack Signature
6-Layer Production Component Breakdown
Power BI 4 Gemini Enterprise 2 Looker Studio 2
Azure OpenAI Service 7 Azure 3 Amazon SageMaker 2
Power Platform 3 Gemini Enterprise 2 Gemini Enterprise Agent Platform 2
Delta Lake 3 Amazon S3 2 BigQuery 2
Unity Catalog 2 Cloud Firewall 1 Database Security Service 1
AWS Glue 1 Amazon Kinesis 1 Document Intelligence 1
Product & Model Ecosystem
Most Deployed Products & Co-occurring Pairs
Top named products & AI models
Azure OpenAI Service 7 Gemini Enterprise 4 Power BI 4 Azure 3 Delta Lake 3 Power Platform 3 Vertex AI 3 Amazon S3 2
Most frequent co-deployed product pairs
- Amazon S3 + Amazon SageMaker 2 stories
- Azure + Azure AI Services 2 stories
- Azure + Azure OpenAI Service 2 stories
- Azure AI Services + Azure OpenAI Service 2 stories
- Azure Machine Learning + Azure OpenAI Service 2 stories
Adoption Footprint
Sector, Region & Organization Scale
Leading AI use cases
Geographic footprint
- Europe 11 (31%)
- Asia-Pacific 7 (19%)
- Global / Multi-region 5 (14%)
- North America 5 (14%)
Organization scale
- Enterprise 28 (78%)
- Mid-market 4 (11%)
- SMB 2 (6%)
- Public sector 1 (3%)
Verified Business Impact
Outcome Categories & Customer ROI Proof
Primary outcome drivers
Google Cloud Sample Archived · Oct 9, 2026 CBRE As the world's largest commercial real estate services and investment firm, CBRE delivers a fully integrated suite of financial, property accounting, and fund administration services. Managing asset-level transactional… CBRE is leveraging the Gemini platform with the help of McKinsey to rapidly build, deploy, and scale… Agent Development Kit (ADK) · Gemini platform Google Cloud Sample Archived · Oct 2, 2026 Grupo Paolini Grupo Paolini is an Argentine family-owned corporate group with more than 60 years of history and 950 employees across four business lines: road construction, mining services, architecture, and agribusiness. is an Argentine family-owned corporate group with 60 years of history and 950 employees across road… Gemini Enterprise · Google Workspace 
Accenture Sample Aug 13, 2026 Lendlease Group Lendlease needed a scalable way to turn building, occupancy, and workplace data into practical operating decisions as hybrid work, sustainability pressure, and real-estate cost demands reshaped customer expectations. predict the number of attendees in the coming week Podium Property Insights for Workplace (PPI) · building data · cloud-based software-as-a-service (SaaS) 
ServiceNow Sample Modified · Jul 30, 2026 Loxam Loxam needed an integrated employee-service and IT service management environment that could replace siloed systems across multiple countries, speed up support responses, and simplify HR and IT processes for staff. 1 Portal for eight countries Dynamic Translation · IT Service Management · Performance Analytics 
NVIDIA Sample Jul 28, 2026 Arup Arup needed to evaluate far more structural design options early in projects so engineers could optimize performance, material use, and embodied carbon, but traditional FEM simulations were too slow and queue-bound to… Up to 50% faster GNN model execution and training Graph neural network (GNN) surrogate models · NVIDIA DGX Spark Google Cloud Sample Modified · Jul 24, 2026 Square Yards Buying a home in India is a deeply emotional, sentiment-driven milestone that often requires a cross-family deliberation journey lasting up to three months. Cuts voice conversation latency to sub-700ms with Gemini APIs Agent Platform · BigQuery · Document AI Google Cloud Sample Modified · Jul 9, 2026 Emccamp Residencial Emccamp Residencial is a Brazilian real estate and construction company with 49 years of history, building homes across a full range of income levels, from affordable first-home developments to high-end properties. 33% efficiency gain in agentic workflow automation Cloud Run · Cloud Storage · Gemini Enterprise NVIDIA Sample Jun 26, 2026 Zaha Hadid Architects Zaha Hadid Architects needed to shorten weeklong feedback cycles for highly detailed design scenes, protect a proprietary 40-year design archive, and scale AI-assisted visualization without sending sensitive client or… 40-year portfolio DALL-E 2 · NVIDIA NIM large language models · NVIDIA Omniverse Google Cloud Sample Archived · Apr 13, 2026 Leaseo Leaseo needed to modernize property-management workflows with faster conversational support, lower AI operating costs, and a more scalable architecture than the fragmented mix of incumbent providers it had been relying… 300 to 500 millisecond response time from its conversational AI chatbot BigQuery · Cloud Spanner · Cloud Storage Google Cloud Sample Archived · Mar 9, 2026 Metrovacesa Metrovacesa needed to qualify thousands of property leads around the clock because manual call-center processes could not keep up with multilingual demand or high-conversion off-hours interactions. Achieved a 94.8% performance improvement and 38% reduction in customer service time Dialogflow CX · Dynamics 365 CRM · Gemini Google Cloud Sample Archived · Feb 11, 2026 FletcherTech FletcherTech needed to roll out an enterprise AI assistant across a mixed-skill workforce, connect it to core systems, and keep governance under control while driving broad day-to-day adoption. Gemini Enterprise · Vertex AI · Vertex AI Agent Builder NVIDIA Sample Feb 5, 2026 EDAG Production Solutions EDAG needed to help manufacturers launch and optimize factories faster, but fragmented planning tools, disconnected supplier data, and manual status tracking slowed collaboration, increased errors, and delayed readiness… More than 100 workers trained virtually before installation EDAG digital twin platform · NVIDIA Omniverse · OpenUSD NVIDIA Sample Feb 2, 2026 Worley Worley needed to unlock more than 50 years of engineering knowledge across over 100,000 documents, but fragmented tools, isolated repositories, and slow document retrieval caused engineers to waste time and made it hard… 100,000+ documents Microsoft Azure · Milvus · NVIDIA AI Enterprise 
OpenAI Sample Jan 29, 2026 Taisei Corporation The idea of Middle Out grew from the need to bridge top-down strategy and frontline realities. Based on this model, Taisei designed training programs, internal events, communities of practice, and hackathons so AI could… ChatGPT Enterprise · custom GPTs 
TCS Sample Jan 6, 2026 Tata Projects Limited Tata Projects had to review 1,000-2,000 page tender packages with non-standard terms, scanned tables, and frequent corrigenda, so manual analysis took more than four days per bid and made it difficult to spot risk and… 1,000-2,000 pages of dense, sometimes unstructured documentation Cosmos DB · Document Intelligence · Microsoft Azure Durable Functions 
Snowflake Sample Archived · Dec 6, 2025 Red Sea Global consolidate dozens of disconnected data environments so teams could understand visitor journeys, operations, and sustainability performance and use agentic AI without growing the data team. 100s Of hours saved through Agentic AI Apache Iceberg · Cortex AI · Snowflake 
Salesforce Sample Nov 25, 2025 Lennar Rising costs and a shifting housing market amplify the need to remove barriers to buying a home. Since 1954, Lennar has helped more than 1.5 million families achieve one of life’s biggest milestones: buying a home. 000 annual appointments expected to be scheduled by Agentforce Agentforce · Data 360 · Field Service and Operations 
Microsoft Sample Feb 4, 2025 Arcadis Arcadis wanted to drive greater efficiency with self-service automation tailored to each project and client. At the same time, the company wanted to avoid the high costs of development with custom code. Operating in over 70 countries, the company employes over 36,000 architects, designers, engineers, and project… Dataverse · Oracle · Power Automate Microsoft Sample Jan 24, 2025 de Alliantie Foundation De Alliantie builds and maintains homes for more than 58,000 limited-income households in the Netherlands. Customer service staff answer 3,000 calls a week but needed efficiencies and insights in answering tenants'… Customer service staff answer 3,000 calls a week but needed efficiencies and insights in answering tenants'… Azure OpenAI Service · Dynamics 365 · Microsoft 365 Copilot 
Databricks Sample Jan 23, 2025 First American Data & Analytics First American Data & Analytics needed a better way to support LLM-assisted extraction of structured fields from title and property documents because billions of unstructured property documents and historical title… 10x less time to complete the project Agent Bricks · Databricks Data + AI Platform · Delta Lake Microsoft Sample Dec 9, 2024 Properstar Using Microsoft Azure OpenAI Service and Azure AI Search, Properstar analyzes unstructured real estate data, provides advanced filtering capabilities, and delivers relevant search results. Azure AI Search, we now achieve a 98% match rate, which means that almost every suitable property is covered."… Azure AI Search · Azure OpenAI Service · GitHub Copilot Microsoft Sample Dec 3, 2024 VIVID Alex Nagle, Customer Services Director, VIVID Coming out of the pandemic, VIVID knew it needed to upgrade its legacy systems to modern cloud-based solutions. Average speed to answer has been cut from six minutes to 50 seconds. Azure · Dynamics 365 Customer Service · Microsoft Copilot Studio Microsoft Sample Jul 10, 2024 MAIRE MAIRE is a leading technology and engineering group that develops and implements innovative solutions to enable energy transition. The company’s thousands of engineers help build large installations and are also… The company creates value in 45 countries and relies on more than 8,000 employees, supported by over 20,000… Microsoft 365 Copilot · Microsoft Teams · SharePoint Microsoft Sample Jul 4, 2024 ICG Build Start-up construction firm Industrialized Construction Group (ICG) needed technology to support its five-person team and business operations from day one but had limited resources. From time of purchase, ICG had Microsoft 365 up and running in less than three hours. Microsoft Copilot for Microsoft 365 · Power BI