Knowledge Graph Node Prioritization
We've added must-have vs nice-to-have node classification + a new Unfilled Must-Have filter in the Property Knowledge Graph.
This helps every team focus on the minimum viable graph → faster onboarding, better AI accuracy, and reduced churn risk.
Read the full details here👇
What's New
- Asterisk (*) on must-have nodes (identified through real prospect query data and client interaction analysis).
- "Unfilled Must-Have" filter to instantly surface missing critical data nodes.
- Advanced Filters dropdown for deeper views, including Manually Filled Nodes, Nice-to-Have Nodes, and Last Re-Import changes (New, Updated, Deleted).
Why This Matters: Intelligence Fabric Story
Before:
- All nodes looked equal
- Prioritization lived only with onboarding and ML teams
- No intelligence layer to guide what drives Hayley's accuracy
Now:
- Clear visual priority with asterisk markers
- Smart filters for one-click focus on critical nodes
- Expertise encoded into the product taxonomy
- A reusable, scalable framework built from real behavioral signals
Business Impact
- Launch faster → focus on minimum viable graph first
- Better AI responses → fewer "I'm not sure" replies from Hayley
- Reduced churn risk → critical data captured during onboarding
- Teams focus on the data that moves dollars → no more guessing which nodes matter most
- Cleaner compliance + more predictable onboarding → structured prioritization prevents tribal knowledge dependency
The People Behind This Feature
How to Use It
- Open the Property Knowledge Graph in Hayley
- Use the new filter tabs: All / Unfilled Must-Have / Unfilled
- Look for asterisk (*) markers on must-have nodes
- Use the Advanced Filters dropdown for Manually Filled, Nice-to-Have, or Last Re-Import views
- Complete must-have nodes first to ensure AI quality and faster go-live
Who Benefits
- Onboarding Teams: a clear path to launch with prioritized node completion
- Support Teams: targeted guidance on which data gaps matter most
- ML + Engineering: focus on high-impact nodes that drive AI accuracy
- Clients: better AI responses from day one + faster go-lives