Classer vs conw.ai

Production-grade models for query understanding, retrieval, and ranking, fine-tuned to your catalog, served at millisecond latency, integrated with your existing search...

Conw (Conway AI) is an independent, self-learning AI assistant. Teach it directly, inspect what stuck, and chat with verified memory. Free to use.

About Classer

Production-grade models for query understanding, retrieval, and ranking, fine-tuned to your catalog, served at millisecond latency, integrated with your existing search infrastructure in days. Run the full pipeline or drop any one stage behind your existing stack. Route on what you extract: a part number sends the query straight to exact lexical lookup. Retrieve by meaning, not vocabulary, a query and a product can match with no words in common. Let retrieval cast a wide net, then put 27 billion parameters on reading the catch, ranking for purchase intent, not textual similarity.

About conw.ai

Conw (Conway AI) is an independent, self-learning AI assistant. Teach it directly, inspect what stuck, and chat with verified memory. Free to use. Teach it something and it works from the next reply, every reply that used a memory shows you which one, with a one-tap Forget. Verified learning Independently served Local MLX inference Learns from useful chats Living-room iMac Free to use Verified learning Independently served Local MLX inference Learns from useful chats Living-room iMac Free to use.