Commerce Search & Discovery
When product search, personalization, or visual discovery underperform, the issue is usually deeper than the UI or model.
Searchplex helps retail and e-commerce teams find what is limiting discovery and what to fix first.
What Searchplex helps improve
Product search
Personalization and recommendations
Visual discovery
Choose the right discovery path
Start with the capability that matches your next constraint — search and personalization, or visual discovery.
AI Search & Personalization
Visual Search
Commerce discovery is becoming one system
Search, recommendations, personalization, visual search, and merchandising often fail separately because they are not designed together.
In production they still pull from the same product data, shopper signals, and rules about what gets shown — so fixing one surface without the foundation rarely holds.
Shoppers see disconnected experiences: search misses intent, recommendations feel unrelated, personalization is hard to explain, visual discovery fails on real catalog constraints, and merchandising fights relevance.
Discovery quality affects business performance
Weak product discovery shows up as:
- Higher search exits and more zero-result journeys
- Lower add-to-cart and conversion from search
- Poor long-tail and assortment exposure
- Weak recommendation and personalization engagement
- Failed substitutions and promo underperformance
- Less control over merchandising and campaign strategy
Searchplex helps teams identify which part of the experience is limiting performance, then agree on what to fix, build, migrate, or measure next — with product, growth, and engineering aligned.
Built for your commerce model
- Online retail / e-commerce
- Improve findability and conversion across large catalogs, seasonal assortments, and long-tail products without over-relying on bestsellers.
- Grocery
- Handle store availability, substitutions, promotions, and basket context so search and recs work for how people actually shop.
- Marketplace
- Balance relevance with seller quality, trust, duplicates, ads, and fairness so discovery supports marketplace economics.
- B2B commerce
- Support account-specific catalogs, contract pricing, permissions, and technical fit — not one-size-fits-all consumer search.
- Omnichannel retail
- Keep product context consistent across web, app, store, and service channels so shoppers and associates see the same truth.
Where commerce discovery breaks
Symptoms product and growth teams recognize — and what they cost in production.
Shoppers cannot find the right product
Search exits and zero-result journeys rise; teams compensate with merchandising patches instead of fixing root cause.
Personalization is inconsistent
Experiences feel different by channel or session; stakeholders cannot explain why someone saw a given result.
Recommendations feel disconnected from search
Recs ignore what the shopper just looked for; search and recommendations feel like two products, not one journey.
Visual search fails on real catalogs
Pilots look good in demos but break on variants, stock, category rules, or merchandising in production.
Long-tail products disappear
Bestsellers and sponsored placements dominate; margin and assortment goals suffer.
Filters kill relevant results
Shoppers apply filters and lose obvious matches — a common driver of abandonment after search.
Merchandising fights relevance
Campaigns and manual rules override search in ways that hurt trust, conversion, or operational agility.
Teams cannot explain why products win
Product, growth, and engineering cannot align on what to change because wins and losses are not measurable or traceable.
What sits under discovery
The symptoms above usually trace back to the same layers: catalog truth, what can be retrieved, how results are ranked, and how you measure change.
Searchplex uses one framework for diagnosing production discovery systems — source quality, retrieval, ranking, freshness, and evaluation — whether the surface is search, recommendations, visual discovery, or agents.
How Searchplex helps
For product, growth, and engineering leaders when discovery is hurting conversion, campaign performance, or control over the shopper experience.
Pinpoint why shoppers exit search or hit zero results
Recover revenue when the right products rank too low or never surface
Make search, recommendations, and personalization feel like one experience
Balance merchandising, campaigns, and relevance without constant firefighting
Prioritize fixes with metrics tied to conversion and discovery performance
Start with a Commerce Search Stack Audit
Searchplex helps teams see where the commerce discovery journey breaks: catalog and stock truth, what shoppers can find, how results are ordered, and whether merchandising and personalization work together.
Get a clear diagnosis of what is limiting product discovery today, which issues matter most for conversion and merchandising control, and a prioritized roadmap for what to fix, build, or measure next.