Millions of offers. One clean result page.
On a marketplace the same product appears fifty times and one seller can flood the page. AACSearch groups duplicates, diversifies by seller and gives each partner an isolated, metered index.
Queries plain keyword search gets wrong
iphone 15 128 чёрныйsame product, many sellersдетская коляска 3 в 1broad categoryкроссовки adidas оригиналtrust intentподарок мужчине до 3000missionWhere search loses customers today
Duplicate listings
The same product from forty sellers pushes everything else off page one.
Seller flooding
One seller with many near-identical listings dominates the results.
Sponsored vs organic
Paid placements must be visible and controllable without corrupting organic relevance.
Seller analytics and isolation
Each seller wants their own search data; no seller may see another's.
How AACSearch solves it, layer by layer
Each card names the capability behind it. Items marked “in development” are designed and scheduled, not live yet.
Finds the right item from the first letters — typos, synonyms, filters, meaning.
Sponsored placements
Pin and boost rules with schedules for sponsored listings, separate from organic ranking.
Multi-tenant isolation
Per-organisation indexes, scoped keys, quotas and usage metering out of the box.
Widens the basket: similar, frequently together, personal.
Personal feed
Recommendations from each visitor's history with diversity across sellers.
Answers questions a filter can't, citing your own catalogue and docs.
Shopping assistant
Answers comparison questions from listing content with citations.
Learns how items, queries and topics connect — and leads the visitor to the goal.
Gift and occasion missions
Will discover occasion groups (“gift for him under 3,000”) from behaviour across categories and sellers.
Journey to purchase
Will rank items by how likely they are to lead to a purchase, not only by text match.
One visitor, from first query to goal
What the visitor does on the left, what AACSearch does on the right.
- 1
Search
Searches “iphone 15 128 чёрный”.
Shows one card per product with offers grouped, not forty duplicates.
Instant search - 2
Compare
Opens offers from several sellers.
Answers delivery and warranty questions from the listings.
AI answers with citations - 3
Decide
Returns the next day.
Personalised ranking brings back the viewed product and close alternatives.
Personalization
Your first two weeks
A typical rollout for this industry. Most teams are live on day one and spend the rest of the time measuring and tuning.
Day 1
Create one index per seller or a shared index with seller fields.
Day 2
Group duplicate listings and cap results per seller.
Week 1
Set sponsored placements as scheduled pin rules.
Week 2
Compare unique products on page one before and after.
What to measure
The numbers to judge a rollout by. Compare them with an A/B split or a before/after window on the same traffic.
- Unique products on page one
- Measures duplicate suppression and diversity.
- Search conversion
- Purchases per search session.
- Sponsored CTR vs organic CTR
- Shows whether paid placements help or hurt.
Connects to
- REST API
- TypeScript / Python SDK
- JSON / CSV
- Webhooks
Capabilities used
Coming next
Questions
Search for Marketplaces, live this week
Connect a feed or a site, embed one script, and measure the difference on your own traffic.