Store Experience & Conversion AI

Constructor: ecommerce search and product discovery

Constructor is an ecommerce product-discovery system for improving onsite search, category browsing and recommendations. Merchandising and product teams can tune what shoppers see, while the store still needs a reliable catalog, search-behavior data and frontend implementation.

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Supported Platforms
Custom API · Shopify
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Updated Oct 12, 2026

Buying view: Constructor is an ecommerce product-discovery system for improving onsite search, category browsing and recommendations. Merchandising and product teams can tune what shoppers see, while the store still needs a reliable catalog, search-behavior data and frontend implementation.

Constructor features and workflows

The platform combines product-catalog information with shopper behavior to power search results, autocomplete, browse pages and recommendations. Merchants can set merchandising rules and evaluate changes through experiments. It is a configured search-and-discovery system rather than a one-click replacement for every storefront search box.

Constructor use cases

Constructor is an ecommerce product-discovery system for improving onsite search, category browsing and recommendations. Merchandising and product teams can tune what shoppers see, while the store still needs a reliable catalog, search-behavior data and frontend implementation.

How Constructor works

The platform combines product-catalog information with shopper behavior to power search results, autocomplete, browse pages and recommendations. Merchants can set merchandising rules and evaluate changes through experiments. It is a configured search-and-discovery system rather than a one-click replacement for every storefront search box.

Constructor product-discovery composition

This composition map separates shopper-facing discovery experiences from merchant insight and control tools. Search, browse, recommendations and shopping agents are parallel ways shoppers find products; merchant intelligence and controls let the merchandising team inspect and adjust those experiences.

Constructor product-discovery compositionThis composition map separates shopper-facing discovery experiences from merchant insight and control tools. Search, browse, recommendations and shopping agents are parallel ways shoppers find products; merchant intelligence and controls let the merchandising team inspect and adjust those experiences.Shopper discovery experiencesSearch & AutosuggestBrowse and CollectionsRecommendations and QuizzesShopping and Product InsightsAgentsMerchant operationMerchant intelligence and controlsConstructor product-discovery compositionThis composition map separates shopper-facing discovery experiences from merchant insight and control tools. Search, browse, recommendations and shopping agents are parallel ways shoppers find products; merchant intelligence and controls let the merchandising team inspect and adjust those experiences.Shopper discovery experiencesSearch & AutosuggestBrowse and CollectionsRecommendations and QuizzesShopping and ProductInsights AgentsMerchant operationMerchant intelligence andcontrols

What each module does and its role

The Constructor module descriptions explain the roles of Search & Autosuggest, Browse and Collections, Recommendations and Quizzes, and Shopping and Product Insights Agents.

Search & Autosuggest

Search & Autosuggest is the shopper-facing search experience for queries and suggestions. It uses catalog information and shopper behavior to return and order products, while the merchandising team retains controls for the discovery experience.

Browse and Collections

Browse and Collections cover category navigation and curated product pages. Merchandisers use them to shape which products shoppers encounter while browsing, so this work sits beside search rather than being another step inside a search query.

Recommendations and Quizzes

Recommendations and Quizzes help shoppers narrow a product choice through suggested items or structured questions. They provide guided-discovery surfaces that use the same product context but do not imply the same interaction or placement as search.

Shopping and Product Insights Agents

These agents give shoppers a natural-language way to find products and ask product questions. They translate shopper intent into product discovery or product explanations; the page does not treat them as a general customer-service system or as proof of checkout automation.

Merchant intelligence and controls

Merchant intelligence and control tools are the operator-facing surfaces for inspecting discovery results, setting controls and running experiments. They let a merchandising team govern shopper-facing modules without turning reporting or a control setting into another shopper workflow.

Constructor pricing and purchase terms

View official pricing details

Constructor separates its free-to-install Shopify connector from the enterprise product-discovery subscription. The platform quote depends on the products and modules selected, traffic, environments, implementation and support; the connector is not a free Constructor platform plan.

Constructor public commercial reference

Product or sales surfaceScopePublic price and status
Constructor Connect installation

Shopify integration entry; a separate Constructor subscription is still required for the product-discovery service.

Included plan entitlements
  • Install the Constructor Connect app
  • Connect Shopify catalog and storefront signals to an entitled Constructor account
Free to install
Enterprise product-discovery platform

Contract scope varies by selected search, browse, recommendation or merchandising products, traffic, environments, implementation and support.

Included plan entitlements
  • Contracted Constructor product-discovery products and modules
  • Quoted traffic and environment allowance
  • Contracted implementation and support scope
Optional add-ons
  • Additional products, traffic, environments or services are quote-defined
Custom quote

Constructor alternatives compared

ProductProduct scopeBest-fit scenarios and implementation responsibilitiesPricing and billing
ConstructorCurrent productConstructor is an ecommerce product-discovery system for improving onsite search, category browsing and recommendations.

Best fitConsider Constructor for catalog- and behavior-based search, browse and guided discovery. Compare Algolia AI Shopping Assistant for indexed product search and recommendations delivered through search interfaces and Elasticsearch for building product retrieval and analytics on a search engine.

ImplementationYour team would connect product feeds and events, configure merchandising and deliver storefront results.

Algolia AI Shopping AssistantAlgolia is a search and discovery platform that combines indexed product search, recommendations and merchandising controls.

Best fitConsider Algolia AI Shopping Assistant for indexed product search and recommendations delivered through search interfaces when comparing it with Constructor.

ImplementationWith Algolia AI Shopping Assistant, your team would prepare product indexes, connect search interfaces and configure relevance and rules.

Official product and workflow ↗

Confirm current billing terms before buying.

Grow: 10,000 search requests/month included, then $0.50 per additional 1,000; 100,000 records included, then $0.40 per additional 1,000.

Grow Plus: 10,000 search requests/month included, then $1.75 per additional 1,000; record charges are separate. Elevate uses custom pricing.

Official pricing ↗
ElasticsearchElasticsearch is a technical foundation for teams building onsite product search and search analytics.

Best fitConsider Elasticsearch for building the team's own product search and analytics using a search engine when comparing it with Constructor.

ImplementationWith Elasticsearch, your team would design indexes and queries, connect the storefront and maintain the search deployment.

Official product and workflow ↗

Confirm current billing terms before buying.

Cloud Hosted and Serverless have different resource and usage pricing; a published sample deployment is not a flat price for every ecommerce search system.

Official pricing ↗
NostoNosto is a commerce-experience platform for mid-market and enterprise teams that need to manage search, recommendations, merchandising, content, and shoppable UGC across the shopping journey.

Best fitConsider Nosto for search, recommendations, merchandising and content in one commerce platform when comparing it with Constructor.

ImplementationWith Nosto, your team would connect catalog and events, set segments and merchandising rules and test experiences.

Official product and workflow ↗

Confirm current billing terms before buying.

Product Experience Cloud: Custom quote

For teams purchasing product discovery and merchandising capabilities.

Content Experience Cloud: Custom quote

For teams activating personalized content and shoppable customer media.

Official pricing ↗
Dynamic YieldDynamic Yield helps growth and merchandising teams test and personalize product content, recommendations and offers across web, app and email.

Best fitConsider Dynamic Yield for testing and personalizing content, recommendations and offers across channels when comparing it with Constructor.

ImplementationWith Dynamic Yield, your team would connect customer and product data, define targeting and run experience tests.

Official product and workflow ↗

Confirm current billing terms before buying.

Request a sales proposal based on the selected personalization services, channels and usage; the Shopify connector requires a separate paid account.

Official pricing ↗
LimeSpotLimeSpot is an ecommerce personalization tool for product recommendations, upsells and bundles across the shopping journey.

Best fitConsider LimeSpot for product recommendations, upsells and bundles across shopping placements when comparing it with Constructor.

ImplementationWith LimeSpot, the team would connect the product catalog and customer behavior data, configure recommendation boxes and check display rules.

Official product and workflow ↗

Confirm current billing terms before buying.

LimeSpot Max displays $150 USD/month for up to $50,000 in Online Store revenue per 30 days; for other revenue settings, check the corresponding price.

Official pricing ↗

Selection advice

Comparing Constructor and Nosto for search and product discovery

For search, category browsing, and product discovery, compare Constructor with Nosto’s search and merchandising modules. Constructor offers Search, Browse, Collections, and Recommendations. Use the actual catalog and operating rules to evaluate result presentation, available controls, and experimentation rather than comparing AI labels alone.

Scoping cart and post-purchase upsells separately

When cart or post-purchase upsells are also required, compare the relevant Rebuy and LimeSpot features and check whether the proposed Constructor scope covers those tasks. A combined setup requires separate confirmation of platform connections, data transfer, and placement ownership. Overlap in search and recommendations does not establish a complete replacement in either direction.

Comparing quotes for matching modules and services

When comparing Constructor and Nosto quotes, specify the search, recommendations, operating controls, catalog integration, implementation, and support required. Nosto’s published model includes business volume and selected modules. Confirm Constructor’s actual billing factors and contract terms in its offer rather than transferring another vendor’s pricing rules to it.

Constructor third-party integrations

ShopifyShopify → Constructor

Install Constructor Connect to keep Shopify products, variants, and collections synchronized to Constructor's catalog for search and discovery.

Constructor Shopify Connector

Constructor FAQs

Constructor FAQs address “What must be ready before Constructor goes live?” and “Who normally operates Constructor?”.

What must be ready before Constructor goes live?

The catalog needs accurate product attributes, and the implementation needs the search and shopper-behavior events used for ranking and reporting. Merchandising rules should also be listed before the new experience is exposed to all traffic.

Who normally operates Constructor?

Merchandising or ecommerce product teams usually manage the search and discovery experience. Frontend and data teams are still needed for catalog feeds, event collection, delivery and experiment setup.

Is Constructor sold with public self-service pricing?

The current page does not identify a public self-service price. A sales discussion should cover catalog size, traffic, implementation scope and the product areas being purchased.

Can merchandisers influence Constructor results while AI handles ranking?

Constructor provides merchandiser controls alongside its search and product-discovery models. Teams can set controls, inspect reports, and run experiments rather than rely only on automated ranking. Catalog and shopper-behavior data still form part of the underlying discovery system.

Sources

The sources for Constructor include apps.shopify.com, constructor.com, docs.constructor.com, info.constructor.com; the linked documents are references for checking product, purchase or review information, with applicability still to be verified.

User reviews

The Constructor review section groups source links and available feedback from G2; each source’s product-profile scope is stated separately.

58 reviewsChecked Aug 28, 2026

Constructor product review collection

Individual reviews cannot be linked here. Open the original platform to read them.

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