Ayraa Insights revolutionizes the way you search and retrieve information in the workplace by combining advanced crawling, webhooks, native search of third-party apps, keyword search, and semantic search. This AI-driven assistant seamlessly integrates with your existing systems to provide the best results from across your workspace. With Ayraa, employees can ask specific questions and receive precise answers without the tedious process of sifting through multiple sources. Whether it’s debugging code, drafting support responses, or retrieving historical data, Ayraa enhances workplace productivity by delivering accurate and comprehensive results instantly.

At its core, Memary provides a modular memory management system tailored for large language model agents. By abstracting memory interactions through a common API, it supports multiple storage backends, including in-memory dictionaries, Redis for distributed caching, and vector stores like Pinecone or FAISS for semantic search. Users define schema-based memories (episodic, semantic, or long-term) and leverage embedding models to populate vector stores automatically. Retrieval functions allow contextually relevant memory recall during conversations, enhancing agent responses with past interactions or domain-specific data. Designed for extensibility, Memary can integrate custom memory backends and embedding functions, making it ideal for developing robust, stateful AI applications such as virtual assistants, customer service bots, and research tools requiring persistent knowledge over time.

Similarix is designed to revolutionize how you manage and utilize your digital assets in S3 storage. It utilizes advanced AI technologies to add an intelligent, read-only layer on top of your storage, improving your ability to search, sort, and manage these assets without altering them. Similarix offers features such as semantic search, image-based search, and deduplication, making it an essential tool for businesses that deal with large volumes of digital data.