Vviinn
Vviinn, a product of Berlin-based Mediaopt GmbH, is an API-first AI visual relevance engine that powers visual, semantic, and multimodal search for European retailers in furniture, fashion, and industrial components, operating on a freemium-to-enterprise model.
- Company typePrivate
- Founded2009
- HeadquartersBerlin, Germany
- Headcount11–50
- GTM typeB2B
- OfferingSoftware
What Vviinn does
Vviinn is an AI-powered visual relevance engine for ecommerce, operated by Berlin-based Mediaopt GmbH (founded 2009 by Philipp Derksen) and serving primarily European retailers in furniture, home & living, fashion/apparel, and industrial components. The platform converts product catalogs into searchable, semantically enriched indices using the proprietary MCIP (Multi-Caption Image Pairing) methodology and two in-house models—Berry Punch for multimodal image, text, and audio inputs and Darjeeling 2nd Flush for text—covering use cases such as visual search, semantic search, motif recognition, text similarity, deduplication, and recommendation. Technical architecture is API-first with a documented Swagger/REST interface, a vector database tuned for ~10ms search latency, and a privacy-by-design, zero-data-retention posture.
The business model is freemium-to-enterprise: a free tier with usage limits sits below paid subscription tiers (S/M/L starting at €899/month for 25,000 requests) and custom-priced enterprise contracts, with go-to-market split between self-serve SMB onboarding and direct enterprise sales supported by named customer references such as Schaffrath, Pier14, Schuhcenter, Ostermann, Essentra Components, and moebel.de. The company is bootstrapped, employs 11-50 people, operates in Germany, the UK, and Austria, and in 2026 released an MCP Server and joined the Agentic Commerce Alliance to position itself as infrastructure for AI-agent-driven commerce. Academic output includes a peer-reviewed VISAPP 2026 publication validating the MCIP methodology.
Vviinn firmographics
Firmographics- Name
- Vviinn
- Legal name
- Mediaopt GmbH
- Website
- https://vviinn.com
- Company type
- Private
- Founded year
- 2009
- Operating status
- Operating
- Headcount range
- 11–50 employees
- Short description
- Vviinn, a product of Berlin-based Mediaopt GmbH, is an API-first AI visual relevance engine that powers visual, semantic, and multimodal search for European retailers in furniture, fashion, and industrial components, operating on a freemium-to-enterprise model.
- Ownership category
- akta.pro rank
Vviinn industry classification
Industry- Product category
- AI-Powered Ecommerce Search and Discovery Software
- NAICS
- Custom Computer Programming Services (541511), Software Publishers (5132)
- SIC
- Services-Computer Programming Services (7371)
- akta.pro primary industry
- Enterprise AI Data & Knowledge Platforms (Vector Databases, Knowledge Graphs) (HDAEANAH)
- akta.pro secondary industry
- Enterprise Foundation Model Integration & APIs (Connectors, Governance, Deployment) (HDAAACAO)
Keywords
Where Vviinn is headquartered
LocationHeadquarters
- HQ city
- Berlin
- HQ country
- Germany
- HQ region
- Europe
Offices2 records
Markets served
Vviinn business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Technology or R&D, Personnel, Infrastructure, Marketing or Sales, Operations
Revenue model
- SaaS Subscription (Usage-based): Tiered subscription model based on volume of items, search queries, and discovery requests. Free tier for testing and building. Plus tier for launching and growing businesses. Enterprise tier for scaling with unlimited search and discovery. Pay-as-you-go pricing with tiered limits.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Freemium | Monthly | Free tier for testing and building with limited volumes |
| Subscription | Monthly | Plus tier for launching and growing businesses |
| Subscription | Multi-year contract | Enterprise tier for scaling with unlimited volumes |
Go-to-market motion2 records
Distribution channels2 records
Marketing channels7 records
Vviinn product offering
Product offeringCore offering
Vviinn provides an AI-powered agentic commerce infrastructure platform for ecommerce retailers, combining semantic, visual, and voice understanding through four connected modules: vviinn Core (intent capture), vviinn Search (semantic search), vviinn Discovery (visual matching), and vviinn Quality (product data enrichment). The platform is delivered via REST API and ready-to-use widgets, enabling visual product search, visual product recommendations, and shop-the-look experiences for online retailers operating large product catalogs.
Product overview
Vviinn is an Agentic Commerce Infrastructure platform offering a unified system of four core modules: vviinn Core (intent capture), vviinn Search (semantic search), vviinn Discovery (visual matching), and vviinn Quality (product data enrichment). The platform combines semantic, visual, and voice understanding into one connected system designed for commerce, search, discovery, and AI-powered customer journeys. Built for teams working across Home & Living and Fashion & Apparel verticals, it provides AI infrastructure without relying on user profiling, focusing on intent signals rather than personal data. Available via API and ready-to-use widgets, with tiered pricing from Free (10,000 items) to Enterprise (1,000,000+ items).
Differentiator
Problem solved
Functional benefit
Products and services
- vviinn Core Intent capture platform that interprets what users actually mean, not just what they type or say. Converts user intent into usable signals for search, recommendations, assistants, and downstream workflows.
- vviinn Search Semantic product search that turns fragmented product data into searchable meaning. Improves retrieval across natural language, attributes, synonyms, and category logic.
- vviinn Discovery Visual product discovery platform that understands products beyond text. Matches styles, shapes, materials, color, and visual similarity with precision for every search request.
- vviinn Quality Product data enrichment and organization platform that creates the foundation AI systems rely on. Cleans, enriches, and organizes product data so search, discovery, and automation perform more reliably.
- vviinn Visual Search API All-in-one API that transforms uploaded images into intelligent, real-time product discovery experiences including visual search, object detection, OCR/code scanning, and result reranking.
- Berry Punch and Darjeeling 2nd Flush AI Models Proprietary multimodal AI models powering vviinn's visual and semantic search capabilities. Berry Punch is a next-generation multimodal model using MCIP (Multi-Caption Image Pairing) for fine-grained visual search understanding texture, shape, and material. Darjeeling 2nd Flush is a deep text understanding model trained for complex product descriptions and attribute nuances.
Quantifiable outcome
- 258% conversion rate increase with Visual Product Recommendations vs default recommendations (A/B test, 170,000 sessions)
- +5 more outcomes
Companies that use Vviinn
Customer profileNamed customers6 records
Segments4 records
Ideal customer profiles3 records
Vviinn technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- Yes
- API docs
- API detail
Core technology
AI maturity
App detail
Integration9 records
AI capability10 records
Feature8 records
Vviinn partnerships and signals
Strategic signalPartnerships
Three partnerships are on record, tiered core.
- Agentic Commerce Alliance (ACA)corevviinn joined the Agentic Commerce Alliance, an open initiative dedicated to ensuring agent-driven commerce remains accessible, secure, and beneficial for merchants of all sizes. vviinn contributes expertise in AI-driven search and discovery to help develop open standards for autonomous agents in commerce. The Alliance creates vendor-neutral, open standards enabling agents to work across platforms while respecting merchant control.
- ShopwarecoreShopware initiated the Agentic Commerce Alliance. Stefan Hamann, CEO of Shopware, is the Alliance initiator. vviinn collaborates with Shopware on open commerce architecture and applied AI development for agentic commerce standards.
- Anthropic (Claude)Integration ecosystem partner. vviinn connects with Claude as part of its AI-powered commerce infrastructure layer.
Scale indicators10 records
Recent moves6 records
Expansion highlights6 records
Vviinn competitors and assessment
Company assessmentBroad incumbents
- Bloomreach: Commerce experience platform offering AI-driven search, merchandising, content, and personalization. Broader incumbent that overlaps with vviinn on AI search/recommendations but bundles into a wider CDP and marketing suite.
- Pinterest (Visual Search / Shopping): Visual discovery platform with native visual search and shoppable product matching. Overlaps with vviinn's visual discovery value proposition but operates as a consumer-facing inspiration network rather than an enterprise SaaS API.
- Google Cloud Vertex AI Search for Retail: Hyperscaler offering pre-trained visual and semantic search APIs optimized for retail catalogs. Comparable in core capability (visual + semantic product matching) but bundled into a broad cloud infrastructure platform.
- Adobe (Sensei + Adobe Commerce): Adobe Commerce (Magento) with Sensei AI offers visual and semantic search capabilities as part of a broader commerce, content, and analytics suite. Represents the bundled-incumbent threat to standalone AI search vendors like vviinn.
Emerging players
- Syte: Visual AI platform for ecommerce product discovery, focused on visual search, tag-based recommendations, and shop-the-look. Direct capability overlap with vviinn Discovery, particularly in fashion/apparel visual search.
Direct peers
- Constructor.io: AI-first search and product discovery platform for ecommerce retailers. Competes head-to-head with vviinn on AI-driven personalization, semantic ranking, and visual recommendations for enterprise commerce catalogs.
- Algolia: AI-powered search and discovery API for ecommerce and digital experiences. Directly competes with vviinn in semantic/visual search APIs for product catalogs, serving similar retailers with similar developer-first, tiered SaaS pricing.
- Coveo: Enterprise AI search and recommendations platform with strong ecommerce vertical. Closely comparable to vviinn in applying LLM/vector technology to product discovery, merchandising, and personalization for large retailers.
- Klevu: AI search and discovery for ecommerce, with strong focus on the European market. Highly comparable to vviinn in serving mid-market and enterprise retailers with semantic search, visual recommendations, and category-level merchandising.
Others
- commercetools: Composable commerce platform that vviinn integrates with as a search/discovery partner. Comparable as a commerce infrastructure peer in the same enterprise ecosystem rather than a direct competitor.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat5 records
Key risks5 records
Key highlights6 records
Customer concentration
Vviinn social profiles
Digital presenceVviinn financial estimates
Financial estimateRevenue estimate
Valuation estimate
Vviinn leadership team
Management profileNumber of profiles
Profiles3 records
Vviinn funding detail
Funding detailFunding overview
Funding rounds
Investors
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Vviinn 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 Vviinn
What does Vviinn do?
Vviinn provides an AI-powered agentic commerce infrastructure platform for ecommerce retailers, combining semantic, visual, and voice understanding through four connected modules: vviinn Core (intent capture), vviinn Search (semantic search), vviinn Discovery (visual matching), and vviinn Quality (product data enrichment). The platform is delivered via REST API and ready-to-use widgets, enabling visual product search, visual product recommendations, and shop-the-look experiences for online retailers operating large product catalogs.
Is Vviinn a public or private company?
Vviinn is a private company. It is classified as founder individual operated bootstrapped and is currently operating.
When was Vviinn founded?
Vviinn was founded in 2009. It employs 11 to 50 people.
Where is Vviinn based?
Vviinn is headquartered in Berlin, Germany, in the Europe region.
How does Vviinn make money?
One revenue line is on record: saaS Subscription (Usage-based).
Who are Vviinn's main competitors?
Broad incumbents on record are Bloomreach, Pinterest (Visual Search / Shopping), Google Cloud Vertex AI Search for Retail and Adobe (Sensei + Adobe Commerce). Syte is listed as an emerging player. Direct peers are Constructor.io, Algolia, Coveo and Klevu. commercetools is listed as an others.
Does Vviinn have an API?
Yes. vviinn provides a REST API for integrating visual search, semantic search, and product discovery capabilities into ecommerce platforms. The API enables natural-language, visual and multimodal product search, conversational interfaces, and intelligent assistants for navigating large catalogs. It supports integration across shop, chatbot, and service touchpoints. Documentation available at docs.vviinn.com. An MCP Server is also available for agentic commerce integration. Developer documentation is at docs.vviinn.com.
What industry is Vviinn in?
Vviinn's product category is AI-Powered Ecommerce Search and Discovery Software. Its primary akta.pro industry code is HDAEANAH, Enterprise AI Data & Knowledge Platforms (Vector Databases, Knowledge Graphs), with a secondary code of HDAAACAO, Enterprise Foundation Model Integration & APIs (Connectors, Governance, Deployment). Its NAICS code is 541511 and its SIC code is 7371.