The First AI Marketplace That
Learns What You Like.
No two Bouul homepages are identical. Powered by multi-armed bandit sampling and 7 real-time discovery signals, Resonance dynamically matches customers with verified pros while guaranteeing cold-start impressions for new local businesses.
1. 7 Multi-Signal Vector Discovery
While legacy directories use static paid ad slots, Resonance fuses 7 live signals: Rising Stars, Trending Searches, Search Affinity, Network Graph, Collaborative Filtering, Live Completions, and Verified Social Proof.
2. Epsilon-Greedy Bandit (80/20 Rule)
80% of recommendations exploit proven high-converting listings. 20% continuously explores new local vendors, guaranteeing cold-start impressions for newly listed small businesses.
3. Keystone Discovery™ Parallel Testing
Vendors upload 3 titles × 4 images = 12 parallel variants per service. Resonance automatically tests which wording and photo pair converts each individual user persona without vendor effort.
4. Multi-Stage Escrow Conversion Funnel
Tracks the full journey: Impression → View → Intent (Chat/Quote) → Escrow Purchase. Algorithms reward real completed escrow bookings, completely eliminating clickbait or fake review inflation.
Watch Resonance Re-Rank Homepages Live
Select a user persona below to watch how the 7-signal algorithm adapts feed rankings, weights urgency vs repeat affinity, and surfaces verified trade matches.
11:00 PM • Rainstorm • Loadshedding DB Breaker Tripped
Resonance™ Dynamic Feed Output (3 Top Ranked Cards)
Signal Weight: Proximity + 24/7 Outage Tag
Signal Weight: Fastest 15-Min Response
Signal Weight: Trending Emergency Package
No Paid Ad Placement. Pure Performance Meritocracy.
On traditional directories, massive legacy companies buy out the top 5 positions forever. Resonance's 20% Exploration Allocation guarantees that high-quality new local merchants get guaranteed homepage impressions and fair client exposure.
A marketplace that learns what you like.
Resonance is our multisignal discovery engine. It tests different content strategies for each user, learns what performs, and continuously adjusts the feed. No two homepages are identical.
80% exploit.
20% explore.
Every session, Resonance samples from the full pool of discovery strategies. 80% of the time it shows you what has worked before (exploitation). 20% of the time it tests something new (exploration).
This means every strategy gets tested over time, and your feed self-optimizes without manual curation. The system learns what resonates with you — then shows you more of it.
Vendors upload. The system tests.
No manual experiment setup required.
Every service can have multiple titles and images. Resonance automatically cycles through all combinations, learning which title + image pairing converts each individual user.
Vendors upload 3-5 title variations per service. The system tests which wording resonates with each user.
Each title pairs with each gallery image automatically. 3 titles × 4 images = 12 combinations tested in parallel.
Tracks impression → view → intent → purchase. Learns which combination converts each individual user.