Inspiration
All of us doomscroll and all of us find it hard to maintain our sleep cycles with rapidly changing schedules. We were inspired by a simple gap in health tech: people can see their sleep and recovery data, but they rarely get help at the moments when behavior can actually change. We wanted to build something that feels less like a dashboard and more like a supportive companion. That led us to a mobile-first experience focused on two high-impact moments: the morning, when users need clarity for the day ahead, and the night, when they need help winding down.
What it does
Albernation is a mobile wellness companion that turns wearable health signals and daily context into actionable guidance. It offers a Morning Briefing that combines recent sleep and readiness data with the user’s schedule and self-reported mood to generate personalized daily recommendations. It also offers a Sleep Wind-Down mode, where the app proactively guides the user through a calming, voice-enabled routine to help them transition into rest.
How we built it
We designed the prototype in Lovable as a mobile-first product and structured it around simple, guided flows instead of dense dashboards. On the data side, we used Thryve to access wearable health information and planned the experience around conversational interactions powered by Mistral and ElevenLabs. The product logic combines sleep and recovery signals, user check-ins, and day-level context to generate recommendations that feel timely and practical.
Challenges we ran into
One major challenge was narrowing the scope quickly enough for a hackathon. We started with a broad sleep hygiene app idea, but realized we needed to focus on a few strong moments of value rather than trying to build a full health platform. Another challenge was balancing ambition with reliability, especially when combining wearable data, conversational AI, and voice into a mobile-first experience that still felt simple and usable.
Accomplishments that we're proud of
We are proud that we found a much sharper product direction during the hackathon and turned it into a coherent mobile experience. Instead of building another health dashboard, we created a concept that feels personal, contextual, and action-oriented. We are also proud of the clarity of the two core flows — Morning Briefing and Sleep Wind-Down — because they make the product immediately understandable and demoable.
What we learned
We learned that in health products, timing and context matter as much as the data itself. Users do not just need more metrics — they need guidance that is specific to how they feel and what their day looks like. We also learned that conversational and voice interfaces can feel genuinely helpful when they are grounded in real context, but only if the experience stays focused and low-friction. For all the pages and flows we weren't able to build - we created mockups to illustrate what the user journey will be like.
What's next for Albernation
Next, we want to evolve Albernation into a broader health operating system (HealthOS) that understands a user’s lifestyle more deeply through agentic integrations. That means bringing together sleep, activity, calendar, nutrition, and other behavioral signals to deliver more proactive and personalized guidance. Over time, the goal is to build a health copilot that helps users make better decisions across sleep, movement, recovery, and food throughout the day.
Built With
- javascript
- lovable
- mistral
- python
- thryve
Log in or sign up for Devpost to join the conversation.