Pre-Meeting Demo Pack · 24 May 2026

Marketplace Intelligence
for Qatar Living.

Read-only. Source-backed. Human-reviewed. Production-safe.

A live console built on real public Qatar Living data — 10 actual Apple App Store reviews and 5 actual marketplace listings, every signal verifiable at the source. The demo proves the intelligence layer before any integration touches your systems.

Explore the Demo → View the Pilot
Read-only Source-backed Human Review Required
Qatar Living
Briefing for Qatar Living · 24 May 2026
Verified marketplace footprint, sourced directly from qatarliving.com and the QL app stores on 23 May 2026.
1.1M
Monthly Users
105M
Page Views
9K+
Vehicles
44K+
Classifieds
Section 01 · Position

A marketplace intelligence opportunity.

The first AI value isn't a chatbot answering FAQs. It's marketplace quality — better listings, better search, better leads, better advertiser intelligence, and a safer user experience.
01

Listings

Quality, completeness, trust signals, missing fields.

02

Search

Filters, sort, relevance, taxonomy, language parity.

03

Leads

Contact clicks, lead quality, seller response time.

04

Advertisers

Promoted listings, renewal, ROI proof and reporting.

05

Trust

Sold-items, account blocks, fraud, compliance.

Module 01 · Voice of Customer Radar

Scattered feedback → prioritized backlog.

Real public Apple App Store reviews of the Qatar Living app are classified by topic, severity, and recommended owner. Every insight links back to the source review.

Reviews → Backlog
Demo data · Source 10 real public Apple App Store reviews of the Qatar Living app, manually collected from apps.apple.com/qa/app/qatar-living on 23 May 2026. Verbatim text preserved. Every cluster card below has a clickable "View on App Store" link to verify.

Issue Clusters

Ordered by severity
Full Evidence Log · 10 classified reviews
Expand to inspect every classification source-by-source.
›
SourceDate★TopicSeveritySentiment AI InsightRecommended ActionOwnerConf.
Module 02 · Listing Quality & Trust Assistant

Every listing scored. Every risk flagged. Every action human-approved.

Listings are scored on completeness, title clarity, category fit, and trust. The AI produces a review pack — a moderator decides what happens next.

Score · Trust · Rewrite
Demo data · Source 5 real public vehicle listings sampled from qatarliving.com on 23 May 2026. Every card has a "View original listing" link. In a controlled pilot this scales to 500–2,000 listings via approved read-only export.

Listing Review Cards

Vehicles · 5 sampled · ordered by priority
Module 03 · Weekly Intelligence Brief

One page. Every Monday. Source-backed.

Period: Week of 19–23 May 2026 · Generated: 23 May 2026
Data: 10 real public Apple App Store reviews · 5 real public listings from qatarliving.com.

Top User Complaints

Prioritized Actions

    Topic Distribution

    Section 04 · Direct Benefits for Qatar Living

    From scattered signals to defensible business outcomes.

    Every benefit is tied to a real review or listing from this demo. Each translates directly to a metric your team already tracks.

    ⚡
    Cars Vertical Revenue Recovery
    Five independent reviews identify lost mobile filters, dropped sort, and dealer-flooded private listings. Cars is your highest-revenue vertical — every percent of mobile filter parity recovered translates directly to contact-click revenue.
    Cars · Revenue
    📉
    Jan 2026 Update Post-Mortem
    Three reviews tie engagement collapse directly to the January update — including a seller reporting "over a month with no new ads, no sales, no engagement". The pilot delivers the artifacts your Product team needs for a defensible regression review.
    Product · Retention
    🛡️
    Trust & Subscriber Protection
    A 12-year paid subscriber blocked without notice. Sold listings still in search. Missing account deletion (PDPL risk). Each catches a churn or compliance signal before it becomes a public complaint.
    Trust · Compliance
    💼
    Advertiser & Dealer Confidence
    "Premium QAR 189,590 dealer listing with two-word description." The AI flags exactly the cases where Qatar Living can coach dealers — improving paid-listing ROI and renewal probability without touching production data.
    Commercial · ROI
    Section 05 · Reference Work — Other LeenAI Projects

    Built. Deployed. Source-backed.

    A short shelf of comparable controlled-AI workflows we've shipped — same philosophy as the Qatar Living pilot: one workflow, one owner, real evidence, human review.

    The Ask

    Give us one vertical, one owner,
    and limited read-only data.

    We will come back with proof, not promises.

    Today
    Show the demo, agree on the workflow and owner.
    + 5 Days
    Sign the Founding Partner Scan SOW.
    + 10 Working Days
    Deliver Scan output + Pilot recommendation memo.
    + 4–6 Weeks
    Decision memo: Go / Review / No-Go.
    Schedule the Kickoff → Download Pitch Deck