Twenty years across housing development, construction, finance, and city government revealed the same recurring problem: critical knowledge locked inside individual practitioners and organizations, inaccessible to the broader field. HousingLabs360 was built to change that.
The question entering 2026 is no longer whether housing organizations should use AI. It has shifted to something harder and more operational: where does AI sit inside our workflows, our teams, and our institutional infrastructure? Here are the ten trends most likely to define that answer for housing agencies and affordable housing developers this year.
After a year of deep, hands-on integration — across workflows, tools, and real project decisions — here is what 2025 actually taught me about AI in housing, and why 2026 is the year the gap between those who got serious and those who didn’t starts showing up in real outcomes.