WeNanny: care marketplace with explainable matching
A live UAE marketplace that matches families with nannies on real compatibility: structured profiles, ranking, and clear rationale instead of endless scroll.

- Marketplace
- Care
- AI
- Consumer

- Status
- Live in market
- Matching
- Explainable fit
- Loop
- Weekly releases
Hiring care shouldn’t mean scrolling directories or guessing from WhatsApp threads. Families need structured comparison and a clear reason to trust a shortlist.
WeNanny is a live UAE marketplace that matches families with nannies on compatibility signals, not just availability.
The challenge
Most care hiring still looks like this:
- Fragmented channels (WhatsApp groups, agencies, referrals) with no single source of truth
- Shallow profiles that make side-by-side comparison hard
- Decisions made on instinct because the product never explains why someone is a fit
The buyer problem isn’t “more listings.” It’s confidence in the match before investing time in conversations.
What we built
1) Structured profiles built for comparison
- Family needs and nanny experience captured in a consistent format
- Skills, preferences, timing, and readiness surfaced the same way every time
- Less noise when building a shortlist
2) Compatibility-led matching
- Hard filters remove clear mismatches first
- Ranking surfaces suitability, not just “who is free”
- Fewer irrelevant introductions for both sides of the market
3) Smart Search
Filters cover the constraints a family already knows. The rest of a hiring brief is a sentence: the city, live-in or live-out, the children’s ages, a language, a visa.

4) Explainable recommendations
- Each strong match comes with a short rationale families can understand
- Transparency beats volume when trust is the bottleneck
- Faster, more confident next steps
5) A hiring journey, not a brochure directory
- Product path from discovery toward onboarding and ongoing ops
- Built to learn from live usage and ship weekly
- Production codebase you can grow, not a static marketing site
Outcome
WeNanny’s core loop is intentionally simple:
- Capture needs and profiles with structure
- Match with filters + compatibility ranking
- Explain why a candidate fits
- Ship improvements from real marketplace usage
The commercial takeaway for buyers: if your marketplace stalls on “search that feels random,” the fix is structured comparison and explainable fit. It is the same shape of problem we take through a Build & Launch sprint.
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