Perspectives Where spatial intelligence meets strategic intent.
25.03.26 | Digital Twins Eight Stages, Why Most Fail Before Stage Three
Harvard and NUS's CITYSTEPS model maps eight stages of digital twin maturity. Most twins stall at Stage 3. Most vendor pitches start at Stage 7. The gap in between is where projects fail — and where the real work lives.
Every building in Dubai now requires a Quality and Safety Certificate. For developers and operators, this creates a compelling reason to adopt a digital twin early.
Most digital twin programmes fail not from lack of ambition, but from a failure to prove value quickly enough. The surest path: prove ROI first — expansion follows naturally.
Across two days of talks, the same truths surfaced repeatedly: a twin is a process, not a delivered asset. Define the problem first. Start small. Build flexibility in from the outset. The industry is converging on these principles — here's the full list.
Dubai's 2040 masterplan envisions a smart '20-minute city', but a city can only be as agile as its data architecture. The real challenge is bridging the orchestration layer with building-level operational truth.
The biggest misconception about digital twins is that they require a massive technical overhaul from day one. They don't. Here are seven practical steps for practices ready to begin…
