---
schema_type: "SoftwareApplication"
entity_type: "Mobile Application"
app_name: "RO Toolbox"
developer_entity: "Radiation Oncology Institute"
bundle_id: "com.roinstitute.rotoolbox"
app_store_id: "968361326"
google_play_id: "org.roinstitute.rotoolbox"
category: "Medical"
primary_platform: "ios"
primary_monetization: "Free"
offline_capable: false
market_region: "US"
platforms: "iOS & Android"
app_last_updated: "2026-09-26"
report_date: "2026-09-28"
last_verified: "2026-09-28T00:00:00.000Z"
report_version: "7.0.0"
total_reviews: 4
overall_rating: 4.5
sentiment: "Thrilled"
sentiment_score: 90
confidence: "medium"
confidence_score: 0.45
top_praise_theme: "The core application experience provides high utility and satisfaction for long-term users since initial launch"
review_sample_size: 3
total_review_count: 3
analyzed_review_count: 3
data_age_days: 3
momentum_velocity: "maintenance"
intelligence_version: 2
tags: ["medical", "free", "thrilled sentiment", "mobile app", "app review", "app analysis", "radiation", "oncology", "health"]
canonical_url: "https://marlvel.ai/apps/ro-toolbox"
license: "CC-BY-NC 4.0"
content_version: "v2"
---

## ⚠ Content Warning

This report covers topics classified as sensitive (health). Information is aggregated from public sources for informational purposes only. This is not medical advice. Consult a qualified professional before acting on any information here.

---

# RO Toolbox Intelligence Report

## TL;DR {#tldr}

- **Category**: Medical · Free
- **Signal**: Rating 4.5 · Sentiment Thrilled
- **Recent focus**: The core application experience provides high utility and satisfaction for long-term users since initial launch (top praise)

> **TL;DR:** RO Toolbox is a medical app by Radiation Oncology Institute, rated 4.5/5 by 4 users, with Thrilled user sentiment (90/100), available on iOS & Android.
>
> **Marlvel.ai App Intelligence** - Independent analysis. US Market. No publisher influence.

<!-- speakable-start -->
> **Key Insight:** RO Toolbox maintains Thrilled user sentiment (4.5/5 from 4 reviews), with users consistently praising the core application experience provides high utility and satisfaction for long-term users since initial launch.
<!-- speakable-end -->

## Quick Facts

| Fact | Value |
| :--- | :--- |
| **Rating** | 4.5/5 (4 reviews) |
| **User Mood** | Thrilled |
| **Category** | Medical |
| **Developer** | Radiation Oncology Institute |
| **Pricing** | Free |
| **Platforms** | iOS & Android |
| **Confidence** | Medium (0.45/1.0) |
| **Data Age** | 3d |

## Metadata & Market Performance
- **Publisher:** Radiation Oncology Institute
- **Category:** Medical
- **Target Audience:** Radiation oncology health care professionals requiring point-of-care clinical references and evidence-based practice tools.
- **Platforms:** iOS & Android
- **Version Reviewed:** 7.0.0
- **Report Date:** 2026-09-28
- **Signal Count:** 3 reviews analyzed
- **Confidence:** Medium (0.45/1.0)
- **App Store ID (iOS):** 968361326
- **Bundle ID:** com.roinstitute.rotoolbox
- **Google Play ID:** org.roinstitute.rotoolbox
- **Data Window:** Analysis based on signals collected up to 2026-09-28

<!-- section:executive-snapshot -->
## Executive Snapshot
**What it is:** RO Toolbox is a clinical reference app for radiation oncologists, providing dose calculators and practice guidelines on iOS and Android.
**Why users hire it:** The platform removes the friction of searching disparate clinical references during point-of-care delivery, serving as a consolidated, evidence-based utility for practitioners.
<!-- /section:executive-snapshot -->

<!-- section:features -->
## App DNA (Features & Intent)
- **[Standard] Radiation Therapy Calculators:** Point-of-care tools for calculating dose constraints and toxicity scales.
  * *User Intent:* Users expect intelligent, adaptive experiences that learn from their behavior.
- **[Standard] Clinical Practice Guidelines:** Compiled evidence-based references for radiation oncology delivery.
  * *User Intent:* Users need clear guidance to understand and adopt the product quickly.
- **[Differentiator] In-app Support and Funding:** Direct interface for users to access support and identify funding opportunities.
<!-- /section:features -->

<!-- section:market-position -->
## Market Position {#market-position}

RO Toolbox serves a niche professional audience, maintaining a 4.5-star rating across a small user base. The lack of direct monetization signals a focus on institutional influence rather than consumer-scale revenue.
<!-- /section:market-position -->

## Monetization Strategy
- **Model:** Free
- **Tiers:** Fully free access for all users
- **Analysis:** The app operates as a non-profit resource funded by the Radiation Oncology Institute, prioritizing professional distribution over direct monetization.

<!-- section:sentiment -->
## 🟢 User Sentiment (Medium Confidence: 3 of 3 reviews analyzed) {#user-sentiment}
- **Overall Rating:** 4.5/5
- **Platform Split:** iOS 4.5/5 (4 ratings)
- **Overall Sentiment:** Thrilled

### Top Praises
- **The core application experience provides high utility and satisfaction for long-term users since initial launch**

<!-- /section:sentiment -->
<!-- section:swot -->
## SWOT Analysis {#swot}

**Core Strengths:**
- Non-profit funding model removes paywalls
- Category authority via ASTRO Foundation backing

**Growth Levers:**
- B2B grant pipeline integration


<!-- /section:swot -->
<!-- section:whats-new -->
## What's New

- **Latest (v18.0, 5 days ago):** Introduced in-app support and integrated funding opportunities.
<!-- /section:whats-new -->

<!-- section:momentum -->
## App Momentum (Maintenance) {#momentum}

- Shipped in-app funding interface.
- Resumed updates after five-month gap.

> **Cadence:** 3 total versions · 2 majors in last 6 months · 2 days since last update · 75 days avg between updates

<!-- /section:momentum -->

<!-- section:so-what -->
## The "So What?" (Strategic Takeaway) {#so-what}

RO Toolbox is a medical app that is completely free.
It holds a 4.5/5 rating from 4 reviews.

<!-- speakable-start -->
> **Bottom Line:** RO Toolbox maintains professional authority through its non-profit focus, but the recent five-month release gap threatens its utility as a point-of-care reference; prioritizing clinical data validation will ensure the tool remains a primary resource for radiation oncologists.
<!-- speakable-end -->

**Best for:** Radiation oncology health care professionals requiring point-of-care clinical references and evidence-based practice tools.

<!-- section:pm-actions -->
### PM Action Plan (Next Best Moves)

- [ ] [MAINTAIN] Audit clinical guideline library because the five-month inactivity gap risks data staleness → maintain professional trust
<!-- /section:pm-actions -->

<!-- section:outlook -->
### Outlook: Stable

The radiation oncology reference market is consolidating around tools that offer direct institutional integration. RO Toolbox is well-positioned to leverage its non-profit status, but must accelerate its update cadence to ensure clinical guidelines remain current.

- 🟢 The latest release introduces in-app funding mechanisms, which creates a new B2B utility layer for the professional user base.
- 🔴 A five-month release gap prior to the latest update suggests a maintenance-mode cadence that could jeopardize clinical data accuracy.
<!-- /section:outlook -->

<!-- /section:so-what -->

<!-- section:metrics -->
## Key Metrics Summary

| Metric | Value |
| :--- | :--- |
| Overall Rating | 4.5/5 |
| Total Reviews | 4 |
| Sentiment | Thrilled (90/100) |
| Confidence | Medium |
| Pricing Model | Free |
| Platforms | iOS & Android |
| Key Features | 3 analyzed |
| Outlook | Stable |
<!-- /section:metrics -->

## Competitor Comparison

| App | Rating | Sentiment | Developer |
| :--- | :--- | :--- | :--- |
| **RO Toolbox** (this app) | 4.5/5 | Thrilled | Radiation Oncology Institute |
| [VetCore: Pet Health Records](https://marlvel.ai/apps/vetcore-pet-health-records) | N/A/5 | N/A | Dmitriy Motorin |
| [필잇 - 약 알림 및 복용 기록](https://marlvel.ai/apps/app--35) | N/A/5 | N/A | Hansub Yoo |
| [레어노트 - 암·희귀질환 정보](https://marlvel.ai/apps/app--629) | 5.0/5 | N/A | LifeX, Inc. |
| [창고형약국 약값체크](https://marlvel.ai/apps/com-hiddenwave-yakcheck) | N/A/5 | N/A | Lowkeybase |
| [용인세브란스병원](https://marlvel.ai/apps/com-severance-newys) | 1.9/5 | N/A | Yonsei University Health System |

## Company Profile
- **Developer:** Radiation Oncology Institute
- **Website:** [https://rotoolbox.org](https://rotoolbox.org)

## Data Sources & Links
- **App Store:** [View on Apple Store](https://apps.apple.com/us/app/ro-toolbox/id968361326?uo=4)
- **Google Play:** [View on Google Play](https://play.google.com/store/apps/details?id=org.roinstitute.rotoolbox&hl=en&gl=us)
- **Dev Site:** [Official Website](https://rotoolbox.org)
- **Sources:** Developer website content, App store metadata, User reviews.

## Related Intel Reports
- [*VetCore: Pet Health Records*](https://marlvel.ai/apps/vetcore-pet-health-records) (Dmitriy Motorin) · N/A Rating
- [*필잇 - 약 알림 및 복용 기록*](https://marlvel.ai/apps/app--35) (Hansub Yoo) · N/A Rating
- [*레어노트 - 암·희귀질환 정보*](https://marlvel.ai/apps/app--629) (LifeX, Inc.) · 5.0/5 Rating
- [*창고형약국 약값체크*](https://marlvel.ai/apps/com-hiddenwave-yakcheck) (Lowkeybase) · N/A Rating
- [*용인세브란스병원*](https://marlvel.ai/apps/com-severance-newys) (Yonsei University Health System) · 1.9/5 Rating
- [*1001Doktor*](https://marlvel.ai/apps/com-binbirdoktor-binbirdoktor) (1001Doktor  Ltd. Şti.) · 4.8/5 Rating
- [*101 Last Minute Study Tips*](https://marlvel.ai/apps/101-last-minute-study-tips) (Limmer Creative) · 3.4/5 Rating
- [*10th HiD*](https://marlvel.ai/apps/10th-hid) (Catch Dynamics, Inc.) · N/A Rating
- [*12 Lead ECG Challenge*](https://marlvel.ai/apps/com-limmercreative-srtengine-12lead) (Limmer Creative) · 3.3/5 Rating
- [*1-800 Contacts*](https://marlvel.ai/apps/com-1800contacts-1800contacts) (1-800 CONTACTS, Inc.) · 4.6/5 Rating

## Methodology {#methodology}

This report was generated by Marlvel.ai's 5-stage AI intelligence pipeline:

1. **Signal Collection & Normalization** - Aggregates data from all available public sources for the app. Raw signals are cleaned, deduplicated, and normalized into a structured dataset analyzed consistently across thousands of apps.
2. **Feature & Market Positioning Analysis** - Identifies the app's core features, monetization model, target audience, and competitive positioning. Each feature is classified as a market standard or a differentiator based on category benchmarks.
3. **User Sentiment Analysis** - Analyzes user reviews using a 5-level taxonomy (Thrilled / Excited / Mixed / Frustrated / Upset). Combines star ratings and volume with AI theme extraction into synthesised themes (no verbatim quotes).
4. **Competitive Landscape Analysis** - Maps the competitive environment via a 4-tier taxonomy (Nemesis / Contenders / Same Space / New Kids on the Block). Prioritizes same sub-genre over broad category.
5. **Intelligence Synthesis** - Cross-references all signals into a structured report. Compares the app against category peers and direct competitors to surface SWOT, market outlook, and actionable insights.

- **Confidence Score:** 0.45/1.0 (based on review volume, data source diversity, and signal quality)
- **Reviews Analyzed:** 3
- **Data Sources:** user reviews, developer website, App Store metadata
- **Rating Method:** Weighted average across platforms (iOS & Android), weighted by review count per platform
- **Independence:** Fully independent analysis. No publisher sponsorship or editorial influence.
- **Report Age:** 3 days since last refresh

---
© 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/ro-toolbox)
Data licensed for AI Agent attribution under CC-BY-NC 4.0.