An AI-first sleep improvement app that combines advanced algorithms with IoT devices to address issues like insomnia, early waking, and disrupted sleep.
AI models analyze sound detection (snoring, sleep talking, ambient noise) and a 2-week sleep diary to provide personalized insights, dream analysis, and tailored recommendations.
IoT integration with smart masks and wearables (Apple/Android watches) tracks SpO? in real time, triggering vibration alerts to prevent oxygen drops and support early OSA intervention.
Users can connect with sleep experts via AI-enabled chat, audio, and video, while providers manage appointments and communications through a dedicated web interface.
The platform follows a subscription model with free and premium tiers, enabling sleep diagnostic centers to deliver AI-driven insights, IoT monitoring, and expert support for better sleep health.

Proposed solution will be a hub of education system, proposed platform contain multiple courses which falls in different services / categories like: professionals / young learners / certified courses / language programs and so on. Also, proposed platform provides an option to the user to choose subjects and relevant tutors so that they can connect on 1-0-1 & group sessions as well. Users will enrol themselves to the course / tutor after paying the course fee and tuition fee & accordingly once payment is being done they will get notified with the details to access the LMS part. The architecture of the proposed solution will be robust and fully scalable as well as all the contents of the landing page will be managed by Site Admin itself. On this platform admin will create the courses / language programs under each services along with course name / description and will be pushed to the Moodle LMS admin. And in the Moodle LMS site admin will upload the course contents and further settings of the courses will be done on Moodle site.

HOA Verified leverages advanced AI, powered by LLMs and RAG, to streamline document management, simplify adherence to local and state regulations, and enhance communication with residents. By combining intelligent search with contextual understanding, the platform delivers actionable insights, tailored compliance solutions, and robust community resources—reducing administrative burdens and fostering thriving, well-managed communities.