Saif, an idea I wanted to share with you.
Your portfolio is already a working model.
Every project you build leaves a trail of data. The patterns are there. They just haven’t been used yet.
Every defect. Every viewing. Every offer. Already written down.
2,463 records across two projects. Not insights yet. Just the raw material to make them.
Each project keeps a daily record of itself.
A and B compared. The same supplier, the same channel, the same buyer pattern, read across.
A view of Project C that no competitor can write.
Unit mix, list price, supplier shortlist, channel allocation, all anchored in your own evidence.
compounds with every project addedThe record is the asset. Each project deepens it.
What if you could just ask?
No dashboard, no setup. A model that has read every record. Try it.
What should Project C’s 4-BHK list at?
Project B’s comparable 4-BHK sits inside the mid-tier price band. The segment is up 15% year-on-year. There is room to price up.
What should Project C’s 4-BHK list at?
Project B 4-BHK V133 (254 m²) closed at AED 14,567 / m². The Dubai villa segment is up +15.16% YoY (Q1 2026, Sherwoods).
A conservative target for Project C is AED 14,500–15,500 / m², below the segment growth rate, with multiple points of safety margin against any cooling.
Sources: V133 transaction TXN-0013, Bayut Q1 2026 average, Damac Hills 2 comparable.
Where did the last marketing dirham actually earn?
Not all channels close. Two of yours haven’t closed a single villa on Project B. One closes ten times the rest.
Where did the last marketing dirham actually earn on Project B?
Across Project B, six channels are running. Two have produced zero closes: Instagram (20 leads, AED 102k spent) and Google Ads (18 leads, AED 94k).
The single best-converting channel by close rate is Mariano network at 10.0%, more than 2× Bayut (4.4%), nearly 4× PropertyFinder (2.7%). Pattern holds against Project A.
Recommendation for Project C: cut paid digital, double down on referral and event. Save AED ~200k. Re-allocate to broker-program incentives.
Two suppliers carry a third of the snag list.
Picking a subcontractor isn’t only a procurement decision. It’s a margin decision.
Which suppliers should travel forward to Project C, and which should stay behind?
Of 14 suppliers across Projects A and B, two account for 357 defects, roughly 30% of the entire portfolio’s snag list:
· Genoa Stone Ltd (Italian Carrara): 122 defects, 8-week delivery delay on B. replace.
· Cool Air Tech (AC): 235 defects, 4 callbacks. replace.
Their replacements (Iberian Marble, Emirates HVAC) have shipped zero defect attributions on B to date. Recommend both for C.
Each project teaches the next one.
What worked from Project A was applied to Project B, and the impact was measured. The same approach applies to Project C, captured in data rather than memory.
- Marketing shifted toward referral · Mariano network 10.0% close rate
- Unit mix re-weighted to 4-BHK based on demand observed in A
- Snag list completed pre-handover · resolution 15.0d → 6.4d
Three projects in, this becomes a discipline. Five in, a real asset of its own.
What you have is a private dataset of mid-luxury Dubai. No public competitor has this.
Bayut sees the market. Property Finder sees the listings. You see cause and consequence, across a portfolio that compounds with each project.
Some of this may be obvious. Some of it may be wrong.
Either way, I’d value a conversation. About these ideas, or about how this approach could work elsewhere in your business.
What a first conversation looks like
- 30 to 45 minutes, on a call or in person
- We look at your actual portfolio data together
- I show you what stands out
- You decide whether it’s worth going further
Mark Bunce