Dosely

Inspiration

The idea for Dosely came from a very personal place.

My grandfather has significant vision problems. Every day, he takes multiple medications, each with tiny labels, dense medical language, and instructions that assume perfect eyesight and medical literacy. Almost every time he gets a new prescription, he asks the same question:

“Can you read this for me and tell me how I’m supposed to take it?”

What struck me wasn’t just that the text was small. It was that even after reading it aloud, the instructions were still confusing. “Take twice daily” — does that mean morning and night? “With food” — how much food? “What happens if I miss a dose?”

This is someone who wants to take his medication correctly, yet the system makes it unnecessarily difficult. And he’s far from alone. Seniors, caregivers, and non-native speakers face this problem every single day.

That’s when we realized the problem isn’t medication itself — it’s clarity.

What We Built

Dosely is an accessibility-first medication safety assistant that turns confusing prescription labels Dosely is an accessibility-first medication safety assistant that turns confusing prescription labels into clear, personalized, human-readable instructions.

Users can simply take a photo of a medication label or ingredient list. In seconds, Dosely: -Extracts dosage, timing, and warnings -Builds a visual daily schedule (morning, afternoon, night) -Reads instructions out loud in the user’s chosen language -Flags potential drug interactions and timing conflicts -Explains side effects in plain, non-alarming language

Instead of forcing people to adapt to medical jargon, Dosely adapts medical information to people.

How We Built It

Dosely combines several technologies into one focused experience:

-ElevenLabs for accessibility-first voice guidance, turning Dosely into a truly hands-free experience for users with low vision, reading difficulties, or anyone who benefits from spoken instructions. Instead of robotic audio, ElevenLabs produces natural, human-like speech that makes dosage timing, warnings, and step-by-step guidance easier to follow and reduces the chance of misreading or misunderstanding critical details.

-Gumloop to rapidly prototype and orchestrate the AI workflow end-to-end

-Gemini for understanding, extracting, and structuring the label instructions in natural language

-OpenRouter as the unified API gateway to access and route requests to the model reliably

-Computer Vision (OCR) to read real-world medication labels

-Natural Language Processing to extract structured dosage and warning information

-Rule-based safety checks for medication conflicts and overlaps

-Mobile-first UI design with large text, high contrast, and audio output

We intentionally avoided unnecessary features like accounts or authentication and focused on delivering one powerful, reliable interaction: scan → understand → act safely.

Challenges We Faced

One of the biggest challenges was handling ambiguity. Medication labels are often poorly written or inconsistent. Instead of guessing, Dosely highlights unclear instructions and explains the most common interpretations so users can make informed decisions.

Another challenge was designing for accessibility from the start, not as an afterthought. That meant rethinking typography, contrast, layout, and interaction patterns so the app works just as well for someone with low vision as it does for a power user.

Finally, we had to balance usefulness with responsibility. Dosely is not a medical authority, so we carefully designed it as an information assistant, clearly explaining what it can and cannot do.

What We Learned

This project taught us that impactful technology doesn’t have to be flashy, but it has to be human. Small design choices can make the difference between confusion and confidence, especially in healthcare.

We also learned that accessibility isn’t a niche feature. When you design for the most vulnerable users first, the product becomes better for everyone.

Why It Matters

Medication errors are one of the most preventable causes of harm in healthcare. Dosely addresses this at the source by making instructions clear, readable, and understandable.

We built Dosely because no one should need perfect vision, fluent medical knowledge, or outside help just to take their medication safely.

Dosely doesn’t replace doctors. It replaces confusion.

Try it out -GitHub Repo : https://github.com/Processuales/Dosely.git