Use when user needs to group similar items together. Triggers on: clustering, group similar, topic modeling, user segmentation, categorization, automatic classification, unsupervised grouping.
Use when user needs to find duplicate or similar content. Triggers on: duplicate, deduplication, plagiarism detection, similar content, near-duplicate, similarity detection, content dedup, find copies.
Use when user needs long-term memory for chatbots. Triggers on: chat memory, conversation history, long-term memory, chatbot memory, memory retrieval, persistent memory, remember conversations.
Use when user wants to build image search or similar image finding. Triggers on: image search, similar image, visual search, image retrieval, CLIP, reverse image search, image matching, find similar photos.
Use when user needs RAG on documents with images and text. Triggers on: multimodal RAG, image-text mixed, document with images, PDF with charts, visual RAG, visual Q&A, documents with figures.
Use when user needs to search images using natural language descriptions. Triggers on: text to image, describe and find, natural language image search, image caption search, find image by description, describe to find.
Use when user needs to search video content by text or image. Triggers on: video search, video retrieval, video clips, meeting recordings, tutorial videos, surveillance playback, find moment in video.
Use when user needs an autonomous RAG agent that decides when and what to retrieve dynamically. Triggers on: agentic RAG, agent, autonomous retrieval, tool use, function calling, research agent, conversational RAG, dynamic retrieval, self-directed search, RAG…