Innovating to Make
Digital Commerce Intuitive

Expanding the infrastructure layer from software to autonomous systems.

Enabling AI agents to orchestrate commerce across digital and physical environments.

Exploring robotics, inventory automation, and intelligent fulfillment experiences.

Released AI Assistant capabilities across the platform

Introduced MCP endpoints to integrate vviinn into the emerging AI ecosystem

Expanded OCR, barcode recognition, and multimodal discovery experiences

Building the infrastructure layer for Agentic Commerce

Expanded AI infrastructure with an NVIDIA L4 GPU to support the next generation of AI workloads

Introduced the first conversational AI experiences for merchants

Launched the Shop-the-Look widget

Released Smart Suggestions functionality

Continued evolving the platform toward AI-native commerce experiences

Introduced Backbone, the unified Rust service powering search and recommendations

Launched Text Search and multimodal retrieval capabilities

Released Gemini-powered product description prediction

Achieved international recognition in AI and retrieval research

Advanced multimodal AI with segmentation, attributes, and embedding orchestration on GCP

Introduced Dynamic Exploration Graph (DEG), vviinn's proprietary search technology

Enhanced product intelligence through nearest-neighbor attribute prediction

Published foundational research in vector search and retrieval technologies

Released Similar Products and Cross-Selling widgets

Introduced a redesigned Merchant Platform with centralized catalog management and event tracking

Established NVIDIA Triton as the foundation for AI model serving

Transitioned from a monolithic architecture to dedicated AI microservices

Introduced image cropping and object selection within the Visual Search experience

Released v1.0 of the vviinn widget ecosystem

Expanded our Rust-based search infrastructure and indexing capabilities

Continued improving the speed, reliability, and scalability of our search platform

Established scalable cloud infrastructure on Google Cloud Platform

Introduced platform-agnostic embeddable commerce widgets for customer storefronts

Built Rust services for product feed ingestion and vector indexing

Laid the foundation for large-scale nearest-neighbor search

Founded vviinn with a vision to make commerce more intuitive

Developed the core AI infrastructure for visual attribute extraction, object detection, and product similarity

Released our first products: Visual Product Search and Recommendations

Launched the first version of the Merchant Platform