How-To Product Discovery
Commerce, AI, and the Context Layer
Articles on semantic search, visual intelligence, product context, and the systems shaping the next generation of commerce.
Agentic Commerce Composable Commerce
China Runs Fast. Agentic Commerce Runs on Protocols.
A six-month journey from dancing humanoids to the layer that actually powers commerce.
Caroline Helbing
Recent Articles
Agentic Commerce Event
The Future of Commerce is Built by People who actually Talk to Each Other
Agentic Commerce Composable Commerce Use Cases
We Run the Agentic Commerce Conversation. Our Contribution around K5 Conference.
Agentic Commerce Composable Commerce Use Cases
The Emergence of the Agent Community & Ecosystem
Agentic Commerce Use Cases AI & Product Data
Enterprise AI Workers (Internal A2A): Meet Your New Automated Workforce
Agentic Commerce Use Cases Product Discovery
Get Your Owned Channels ready for Conversational Commerce
Agentic Commerce Composable Commerce Use Cases
AI Platforms (User-to-Agent): The New Gateway to the Commercial Internet
Agentic Commerce
Understanding the Agentic Commerce Landscape
AI Research Visual Search AI & Product Data
Why Search Needs More Than Content Understanding
Event Agentic Commerce
K5 Pre-Event: Agentic Commerce Workshop at vviinn
AI Research Multimodal Search AI & Product Data
Dynamic Exploration Graph: Fast Search in Evolving Catalogs
Composable Commerce Agentic Commerce AI & Product Data
Agents Are Coming to Commerce
Agentic Commerce
Connect with vviinn for the agentic shift
Agentic Commerce Composable Commerce Visual Search Multimodal Search Product Discovery
MCP is the Key for Agents
AI & Product Data Agentic Commerce
Robotics, Retail, and the Rise of Agentic Commerce
AI & Product Data
Advancing Visual Information Retrieval: vviinn at VISAPP 2026
Composable Commerce Agentic Commerce
vviinn joins Agentic Commerce Alliance to shape the future of AI-driven commerce
AI & Product Data Visual Search
How Our All-in-One Visual Search API Powers Modern Ecommerce
AI & Product Data
Smarter, Faster, More Precise: The Next Generation of vviinn Models
Inspiration & Design
Feels like home, somehow
Inspiration & Design
Inspiration as Interface: How Shop-the-Look Actually Works
Product Discovery
Why traditional search no longer reflects how we shop
Privacy & Trust
Privacy by Design. Intelligence by Research.
Multimodal Search
Giving Holiday Magic a Boost with Better Search
Composable Commerce
The Future of DIY Commerce: UX Fixes That Ignite Growth
Visual Search
Shop the Look: Turning Visual Inspiration into Purchases
Multimodal Search
A Smarter Way to Search
AI & Product Data
Beyond Personalization: The Next Chapter of AI Recommendations
AI & Product Data
6 problems in e-commerce that should no longer exist thanks to AI
Multimodal Search
Furniture & Accessories E-commerce Guide
AI & Product Data
Faster Search. Smarter Tech.
Product Discovery
Visibly better recommendations for online stores
Multimodal Search
The New evolution of AI search
AI & Product Data
Empowering Ecommerce with AI Across Industries
Visual Search
Images search better than words
AI & Product Data
Looking past the hype of real-time personalization
Product Discovery Use Cases
Furniture retailer OSTERMANN introduces visual product search with vviinn in its online shop
Product Discovery
How online stores can boost sales via product recommendations
Product Discovery Use Cases
Sell more longtail with image search
Visual Search
Microsoft's Trojan horse for online shops
Product Discovery
Image search improves product recommendations
Use Cases Visual Search
Retail Group Schaffrath relies on AI in digital furniture retailing
Visual Search Use Cases
Europe's largest furniture search engine moebel.de relies on vviinn
Use Cases Product Discovery
Global market leader Essentra Components uses image search from vviinn
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