PANDA MOBILE vs HMP LITE
Price, ratings, monetisation and update history for both apps, side by side — with what reviewers say about each.
PANDA MOBILE
This app collects video data of infants to develop screening tools for early detection of neurodevelopmental disabilities. It aims to create an affordable, non-invasive method for identifying infants at risk so they can receive timely treatment.
- Infant video data collection
- Analysis using advanced algorithms
- Development of screening tools
- Early detection of disabilities
- Non-invasive assessment
- Affordable infant health tool
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PANDA MOBILE App allows us to collect video data of infants between 1 and 6 months old. We will analyze the videos using state of the art algorithms to build screening tools that can be used in life by lay clinicians and caregivers. The study’s goal is to develop an affordable non-invasive easy-to-use tool for early detection of infant neurodevelopmental disabilities so they can receive treatment at an early age. Significance: In the USA, 1 in 10 infants are born at risk for these disabilities. Early treatment in the first year of life improves long-term outcomes. Today’s clinical tests are however less than adequate. Hard to administer, they require specialized training, and have limited long-term predictive value. There is a critical need for an objective, accurate, easy-to-use tool for early prediction of long-term physical disability. This project’s goal is to develop an automated assessment for early and accurate detection of infants at risk for neurodevelopmental disabilities by capitalizing on state of the art sensing and machine learning technologies. Our project will bring us closer to a universal non-invasive test for early detection of neurodevelopmental disabilities. This test will scale to infants worldwide, producing an affordable tool for infant health assessment. Objectives: Our project has three aims. This effort focuses on aim 2 which is to populate a database of infant videos. We aim to collect at least 1200 unique infant videos (400 with early brain injury, 400 preterm without early brain injury, 400 controls). From the videos we will develop a computer vision algorithm to quantify infant motor performance. Funding: Our project is being funded by the National Institutes of Health – National Institutes of Child Health and Development: R01- HD-097686. We are in partnership with AngelEye Health, a leader in developing cameras for the NICU and monitoring infants."
HMP LITE
This research study app aims to improve participant engagement and adherence to HIV prevention medication. It features a game-based economy with rewards, weekly messages, and dynamic content to keep users involved over time.
- Participant engagement
- PrEP adherence support
- Game-based economy
- Weekly feature highlights
- Dynamic content updates
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LITE is a research study app designed to help engage and retain participants within the LITE HIV prevention study. It will support the overall study’s goal of supporting participants’ PrEP (pre-exposure prophylaxis) adherence over time through sustained platform engagement, weekly messages highlighting key app features, a game-based economy that awards badges for activities and milestones within the app, and continued development of content and activities to ensure the platform remains dynamic and fresh. LITE is an adaptation of the app, HMP, which covers a range of health and lifestyle topics to support users’ diverse backgrounds and varying needs over time. HMP was created by Lisa Hightow-Weidman, MD, MPH, a public health scientist. The principal investigators for this study are Dr. Sybil Hosek at Cook County Health, Dr. Audrey French at Cook County Health and Dr. Lisa Hightow-Weidman at the Institute on Digital Health and Innovation at Florida State University’s College of Nursing.
Screenshots
Verdict
The clearest difference is rating: HMP LITE at 3.7 against PANDA MOBILE's 2.5. HMP LITE also leads on ratings volume (9 vs 2). PANDA MOBILE's advantage is iOS requirement (12.0 vs 15.1). On price, update cadence, ads and in-app purchases there is nothing between them.
Scored on Price · Rating · Positive reviews · Number of ratings · Update frequency · Ads · In-app purchases · Monetization · Best chart rank · Devices · Requires iOS
Both are free to download. Neither carries in-app purchases, so what you see is what you pay.
HMP LITE holds the better App Store score, 3.7 against 2.5. Both are backed by a comparable volume of ratings — 2 and 9 respectively.
Both ship on a similar rhythm, roughly every 2 months. The most recent releases landed on August 13, 2026 and September 23, 2026 respectively.
| Parameter | PANDA MOBILE | HMP LITE |
|---|---|---|
| Price | Free | Free |
| Rating | 2.5 (2 ratings) | 3.7 (9 ratings) — better |
| Positive reviews | 0.0% of reviews | — |
| Number of ratings | 2 | 9 — better |
| Update frequency | Every 2 months | Every 2 months |
| Ads | No | No |
| In-app purchases | No | No |
| Monetization | Free | Free |
| Devices | iPhone, iPod | iPhone, iPod |
| Requires iOS | 12.0 — better | 15.1 |
| Further details — not scored | ||
| Size | 10 MB | 51 MB |
| Age rating | 4+ | 17+ |
| Developer | Angel Eye Camera Systems | Florida State University |
Customer experience
PANDA MOBILE
HMP LITE
In-app purchases
PANDA MOBILE
No in-app purchases
HMP LITE
No in-app purchases









