Prefixbox
Prefixbox is a Budapest-based AI search and product discovery SaaS company serving enterprise ecommerce retailers. It offers a hybrid vector-plus-keyword search engine with LLM catalog enrichment, distributed primarily through the Shopify App Store and Salesforce B2C Commerce.
- Company typePrivate
- Founded2014
- HeadquartersBudapest, Hungary
- Headcount51–100
- GTM typeB2B
- OfferingSoftware
What Prefixbox does
Prefixbox is a Budapest-based, private B2B SaaS company founded in 2014 that provides AI-powered search and product discovery solutions for enterprise ecommerce retailers. The company builds a modular product discovery platform organized around four suites: AI Search (hybrid vector-plus-keyword search engine, rich autocomplete, personalization, merchandising, search results preview), AI Navigation (related products, searches, categories, category pages), AI Recommend (complementary, personalized, and visual recommendations), and AI Insights (100+ metric analytics with A/B experimentation). Its technical foundation combines vector embeddings, keyword search, and LLM-based catalog enrichment to deliver meaning-based matching that resolves long-standing ecommerce pain points including a 31% zero-result rate and Shopify's 25-filter and 5,000-product collection caps.
The company distributes primarily through the Shopify App Store as the first enterprise search provider to earn Shopify's 'Built for Shopify' badge, supplemented by direct enterprise sales for Shopify Plus merchants on multi-year managed-service contracts and an integration with Salesforce B2C Commerce. Pricing is freemium at the entry level with paid plans starting at $139 per month, and a higher-tier managed-service offering with dedicated search specialists for complex catalogs and multi-market retailers. Documented enterprise customers include Bauhaus Czechia, Rossmann, Carrefour, Euronics, and Leroy Merlin, with verticals spanning DIY, FMCG, Health and Beauty, Consumer Electronics, and Pharmacy. The company also offers a public API and a recently launched AI Agent for conversational commerce, plus GEO services for visibility in generative AI engines.
Prefixbox has raised approximately $4.8 million across six disclosed funding rounds from 2016 through 2023, primarily from Euroventures with earlier participation from Baconsult and STRT Holding Nyrt. Headcount is 51-100, with leadership including founder and CEO Istvan Simon, CTO Akos Porcs-Makkay, CSO David Kis, and Chief Growth Officer Paige Tyrrell. The company is recognized by Gartner (2021 Market Guide for Digital Commerce Search) and Forbes, and operates a content-driven marketing program anchored on its ecommerce AI search blog and partner webinars.
Prefixbox firmographics
Firmographics- Name
- Prefixbox
- Legal name
- Prefixbox
- Website
- https://prefixbox.com
- Company type
- Private
- Founded year
- 2014
- Operating status
- Operating
- Headcount range
- 51–100 employees
- Short description
- Prefixbox is a Budapest-based AI search and product discovery SaaS company serving enterprise ecommerce retailers. It offers a hybrid vector-plus-keyword search engine with LLM catalog enrichment, distributed primarily through the Shopify App Store and Salesforce B2C Commerce.
- Ownership category
- akta.pro rank
Prefixbox industry classification
Industry- Product category
- E-commerce Search and Product Discovery Software
- NAICS
- Web Search Portals and All Other Information Services (519290)
- SIC
- Services-Prepackaged Software (7372)
- akta.pro primary industry
- Software/SaaS Subscriptions (Consumer & Prosumer) (CRAFAIAB)
Keywords
Where Prefixbox is headquartered
LocationHeadquarters
- HQ city
- Budapest
- HQ country
- Hungary
- HQ region
- Europe
Offices1 record
Markets served
Prefixbox business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Technology or R&D, Personnel, Marketing or Sales, Infrastructure, Operations
Revenue model
- SaaS Search Platform Subscription: Prefixbox operates on a subscription SaaS model with tiered pricing plans based on store size and feature requirements. Plans range from a free tier with basic AI-powered hybrid search and rich autocomplete, to paid plans starting at $139/month with advanced features including merchandising controls, personalization, and analytics. Additional managed services with dedicated search specialists are available for enterprise Shopify Plus merchants.
- Managed Service Add-on: Enterprise-tier managed service offering dedicated search specialists, A/B testing support, and ongoing optimization for Shopify Plus merchants with complex catalogs or multi-market requirements.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Freemium | Monthly | Free Tier - Basic AI Search for Shopify |
| Subscription | Monthly | Paid Plans - Full Feature Access |
| Subscription | Multi-year contract | Managed Service - Enterprise Shopify Plus |
Go-to-market motion3 records
Distribution channels3 records
Marketing channels5 records
Prefixbox product offering
Product offeringCore offering
Prefixbox sells a SaaS AI Search and Product Discovery platform for e-commerce retailers. Its core is a hybrid search engine that combines vector search, keyword search, and LLM-based catalog enrichment to deliver meaning-based product discovery, autocomplete, personalized re-ranking, dynamic filtering, recommendations, and 100+ search analytics metrics. It is offered as a subscription with a freemium tier via the Shopify App Store, paid plans starting at $139/month, and multi-year managed services for Shopify Plus and complex-catalog enterprise retailers.
Product overview
Prefixbox is an AI-powered product discovery platform for e-commerce retailers. The platform operates as a modular suite architecture consisting of four core solution areas: AI Search Suite (AI Search Engine, Rich Autocomplete, Personalization, Merchandising, Search Results Preview), AI Navigation (Related Products, Related Searches, Related Categories, Category Pages), AI Recommend (Complementary Recommendations, Personalized Recommendations, Visual Recommendations), and AI Insights (Search Analytics, Experimentation & Optimization, Data Mining and Automation, User Feedback Tool). The flagship product is the Hybrid Search Engine combining vector and keyword search with LLM enrichment. The platform offers native integrations with Shopify and Salesforce, plus a public API. Prefixbox AI Search for Shopify is the company's first app to earn Shopify's 'Built for Shopify' badge. The company also offers an AI Agent solution for conversational commerce.
Differentiator
Problem solved
Functional benefit
Products and services
- Prefixbox AI Search Engine Hybrid search engine that combines vector search, keyword search, and LLM-based catalog enrichment to interpret shopper intent and return relevant results even when query words do not match product text exactly. Sold to enterprise e-commerce retailers.
- Prefixbox AI Navigation AI-powered navigation solution providing Related Products, Related Searches, Related Categories, and Category Pages to enhance product discovery for online retailers.
- Prefixbox AI Recommend Product recommendation suite offering Complementary Recommendations, Personalized Recommendations, and Visual Recommendations to increase average order value for e-commerce retailers.
- Prefixbox Insights Search analytics and experimentation platform providing 100+ metrics including zero-result rate, click-through rates, revenue per search, and A/B testing for search configuration changes. Sold to enterprise e-commerce retailers.
- Prefixbox AI Search for Shopify Native Shopify app providing AI-powered hybrid search, rich autocomplete, dynamic filters, and merchandising controls for Shopify and Shopify Plus merchants; first enterprise search provider with the 'Built for Shopify' badge.
- Prefixbox AI Agent Conversational AI agent enabling retailers to deploy agentic commerce capabilities, allowing AI assistants like ChatGPT to help shoppers discover and purchase products through conversational interfaces.
Quantifiable outcome
- Bauhaus Czechia achieved 45% revenue increase after switching to Prefixbox AI Search Engine
- +3 more outcomes
Companies that use Prefixbox
Customer profileNamed customers5 records
Segments4 records
Ideal customer profiles2 records
Prefixbox technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- Yes
- API docs
- API detail
Core technology
AI maturity
App detail
Integration2 records
AI capability9 records
Feature8 records
Prefixbox partnerships and signals
Strategic signalPartnerships
One partnership is on record.
- AntavocorePrefixbox partnered with Antavo AI Loyalty Cloud to bring enhanced personalization and engagement capabilities to online shopping experiences. The partnership combines Prefixbox's AI-powered product discovery with Antavo's loyalty cloud technology to deliver more personalized shopping journeys.
Scale indicators6 records
Recent moves6 records
Expansion highlights5 records
Prefixbox competitors and assessment
Company assessmentDirect peers
- Algolia: Algolia is a leading API-first enterprise search and discovery platform serving ecommerce retailers with AI-powered search, personalization, and recommendations. It is a direct competitor to Prefixbox's AI Search Suite, particularly for enterprise merchants on per-request billing models.
- Fast Simon: Fast Simon is an AI-powered search, personalization, and merchandising platform focused on Shopify and Shopify Plus merchants. It is a direct competitor in the Shopify App Store search category, offering similar hybrid search, autocomplete, and merchandising features.
- Searchanise: Searchanise provides site search, autocomplete, and product filters for Shopify and other ecommerce platforms. It is a direct competitor in the Shopify App Store search category, targeting merchants seeking to upgrade from native Shopify search capabilities.
- Boost AI (Boost Commerce): Boost AI is a Shopify-focused search and merchandising app offering AI-powered product discovery, filters, and recommendations. It directly competes with Prefixbox in the Shopify App Store and is referenced as a comparison point on Prefixbox's own website.
- Findify: Findify delivers AI-powered search, personalization, and product recommendations for Shopify and other ecommerce platforms. It is a direct Shopify App Store competitor to Prefixbox with overlapping personalization and merchandising feature sets.
- Klevu: Klevu provides AI-powered search, merchandising, and product recommendations for ecommerce retailers, with strong Shopify and Magento integrations. It directly competes with Prefixbox in the AI-powered ecommerce search category for mid-market and enterprise retailers.
- Constructor.io: Constructor.io is an AI-powered search and product discovery platform for ecommerce retailers, offering personalized search results based on behavioral data. It directly competes with Prefixbox in the AI search and personalization category for enterprise ecommerce.
Broad incumbents
- Bloomreach: Bloomreach is a digital experience platform offering search, merchandising, content, and personalization for enterprise ecommerce. It is a broader incumbent that competes with Prefixbox's search and discovery suite as part of a larger marketing and commerce platform.
- Coveo: Coveo is an enterprise AI search and relevance platform serving ecommerce, customer service, and workplace use cases. It is a broader incumbent with significantly greater scale and capital, competing for enterprise ecommerce search contracts against Prefixbox.
Emerging players
- Nosto: Nosto is a commerce experience platform offering personalization, search, and product recommendations, with Shopify integration. It has overlapping capabilities with Prefixbox's personalization and recommendation products while operating as a broader experience platform.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat5 records
Key risks6 records
Key highlights7 records
Customer concentration
Prefixbox social profiles
Digital presencePrefixbox financial estimates
Financial estimateRevenue estimate
Valuation estimate
Prefixbox leadership team
Management profileNumber of profiles
Profiles7 records
Prefixbox funding detail
Funding detailFunding overview
Funding rounds6 records
Investors3 records
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Prefixbox M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about Prefixbox
What does Prefixbox do?
Prefixbox sells a SaaS AI Search and Product Discovery platform for e-commerce retailers. Its core is a hybrid search engine that combines vector search, keyword search, and LLM-based catalog enrichment to deliver meaning-based product discovery, autocomplete, personalized re-ranking, dynamic filtering, recommendations, and 100+ search analytics metrics. It is offered as a subscription with a freemium tier via the Shopify App Store, paid plans starting at $139/month, and multi-year managed services for Shopify Plus and complex-catalog enterprise retailers.
Is Prefixbox a public or private company?
Prefixbox is a private company. It is classified as venture growth investor backed and is currently operating.
When was Prefixbox founded?
Prefixbox was founded in 2014. It employs 51 to 100 people.
Where is Prefixbox based?
Prefixbox is headquartered in Budapest, Hungary, in the Europe region.
How does Prefixbox make money?
Two revenue lines are on record. SaaS Search Platform Subscription is the primary driver. The others are managed Service Add-on.
Who are Prefixbox's main competitors?
Direct peers on record are Algolia, Fast Simon, Searchanise, Boost AI (Boost Commerce), Findify, Klevu and Constructor.io. Broad incumbents are Bloomreach and Coveo. Nosto is listed as an emerging player.
Does Prefixbox have an API?
Yes. Prefixbox offers API integration capabilities with their search and discovery platform. Their API documentation is publicly available at api-docs.prefixbox.com. The platform supports integrations with Shopify via the Storefront Search API and with Salesforce B2C Commerce. The API enables real-time access to product data, search functionality, and recommendation capabilities. Developer documentation is at api-docs.prefixbox.com.
What industry is Prefixbox in?
Prefixbox's product category is E-commerce Search and Product Discovery Software. Its primary akta.pro industry code is CRAFAIAB, Software/SaaS Subscriptions (Consumer & Prosumer). Its NAICS code is 519290 and its SIC code is 7372.