AI_RAG delivers a modular retrieval-augmented generation solution that combines document indexing, vector search, embedding generation, and LLM-driven response composition. Users prepare corpora of text documents, connect a vector store like FAISS or Pinecone, configure embedding and LLM endpoints, and run the indexing process. When a query arrives, AI_RAG retrieves the most relevant passages, feeds them alongside the prompt into the chosen language model, and returns a contextually grounded answer. Its extensible design allows custom connectors, multi-model support, and fine-grained control over retrieval and generation parameters, ideal for knowledge bases and advanced conversational agents.

TopYappers is an advanced platform that leverages AI to connect businesses with TikTok creators who already promote similar products. By analyzing millions of videos, TopYappers detects product mentions through audio analysis and visual product recognition. The platform categorizes creators into over 120k subcategories, ensuring precise alignment with your niche. With detailed engagement metrics, audience insights, and performance trends, businesses can make informed decisions on collaborations to boost their marketing effectiveness.