Data and integration architecture for ESG, PropTech and AI
The plumbing between your systems. Unglamorous, invisible when it works, and the reason everything downstream stops arguing.
Estates often have multiple tools that each work locally but fail to produce one consistent picture. CAFM, BMS, IoT and ESG platforms all hold parts of the truth, but they rarely describe events the same way.
- Systems show different figures for the same waste, energy or FM activity
- ESG teams reconcile exports rather than using a single source of truth
- AI and analytics stall because the underlying data model is inconsistent
Four systems, four versions of Tuesday.
We turn a scattered PropTech stack into one estate-wide data ecosystem that supports ESG, sustainability and operations. The work defines how data should be structured, captured and shared so platforms, reports and intelligent systems all use the same evidence.
- Definitions and standards – shared terminology for events, assets, locations and metrics
- Data and integration architecture – how information flows between CAFM, BMS, IoT, waste, energy and ESG systems
- Evidence and consumption – how platforms, reporting and AI use the same governed data
Our data ecosystem and integration work includes:
- Defining shared data models and terminology across events, assets and buildings
- Mapping current flows to identify gaps, conflicts and duplication
- Designing and implementing integrations between CAFM, BMS, IoT, waste, energy and ESG tools
- Establishing validation and evidence rules so reporting and AI use the same trusted data
Ask two systems the same question and get the same answer. Ask again next quarter and it has not drifted.
Understand Systems, Data and Reporting
Review your stack, data sources, reporting needs and how information is used today.
Design the Data Model and Architecture
Define shared structures, standards and flows so systems can exchange data consistently.
Implement Integrations and Governance
Build integrations, pipelines and validation rules that keep the ecosystem stable as systems evolve.
Prove, Refine and Extend
Test in a controlled scope, refine with teams and extend across more buildings and reporting use cases.
Perspective
Why estates need a single governed data ecosystem today
Data ecosystems work when systems share definitions, ownership and validation. With one governed model, CAFM, BMS, IoT, waste, energy and ESG tools provide consistent evidence that reporting, operations and AI can trust.
This service is for estates that depend on data from multiple systems and partners:
- Estate and Portfolio Owners needing a governed, consistent view of performance
- FM and Operations Leaders working across mixed CAFM, BMS and supplier environments
- Sustainability and ESG Teams preparing CSRD, SECR, SDR, GRESB and BREEAM submissions
- Digital Estate and PropTech Leads responsible for integration strategy, data quality and AI readiness
If your month end is mostly reconciliation, this is the work that removes it.
Speak To Codedevza AI
Show us two reports that disagree. We will trace them back to where they split.