Self-learning search
How Onton’s neurosymbolic search learns from every query. The breakthroughs behind self-improving product discovery, from embeddings to symbolic reasoning.
Research
Onton: Research
Featured
Rethinking Product Search: Why Smaller Models and Better Context Win
We tested modern text-embedding models on messy, real-world shopping language. Smaller models with better context beat larger ones on product search.
Research
Recent
Ontology 1: A Successor Architecture for Search
Ontology 1 is a neurosymbolic model for complex, conversational, multimodal product search — more accurate than Amazon or Google Shopping on intent-heavy queries.
Research
Ontology 1: Benchmarks
Across 90 intent-heavy queries scored by three independent LLM judges, Ontology 1 outperformed Amazon and Google on conversational product search (P@10 0.630).
Research
Everything New on Onton (May 2026)
Onton updates: redesigned homepage, faster Imagine, search filters, Save to Canvas, and photo-based object detection for home shopping. Read the recap.
Product
Ontonathon: Our Unfiltered Failure Log
Everything that went wrong (and right) during our 4-day feature sprint. Shipping as fast as possible. All bugs, breakthroughs, and lessons documented.
Product
Onton’s New Canvas Tool Helps You Design, Visualize, and Shop Your Dream Space
Canvas is an AI-powered mood board tool that turns home design inspiration into action. Visualize, personalize, and shop 5M+ products in one place.
Product
Introducing Onton
Deft is now Onton. Why we renamed, what the word means, and where we’re taking AI-powered product search for home furniture and decor shopping. Read on.
Product
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