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RO Toolbox is a clinical reference app for radiation oncologists, providing dose calculators and practice guidelines on iOS and Android.

The App DNA

What makes this app unique?

The platform removes the friction of searching disparate clinical references during point-of-care delivery, serving as a consolidated, evidence-based utility for practitioners.

For Radiation oncology health care professionals requiring point-of-care clinical references and evidence-based practice tools.

What does it look like?

Key features

Radiation Therapy Calculatorsstandard

Point-of-care tools for calculating dose constraints and toxicity scales.

Clinical Practice Guidelinesstandard

Compiled evidence-based references for radiation oncology delivery.

In-app Support and Fundingedge

Direct interface for users to access support and identify funding opportunities.

How much does it cost?

freeFully free access for all users

The app operates as a non-profit resource funded by the Radiation Oncology Institute, prioritizing professional distribution over direct monetization.

Velocity

Maintenance developmentmonetizationUX improvementsShow more...

RO Toolbox operates on a maintenance cadence, having shipped only three distinct versions over the last six months. The latest release, which arrived two days ago, introduced support and funding features after a significant gap since the previous update in April. Development appears focused on occasional feature additions rather than a consistent or high-frequency release schedule. The current cadence reflects a stable but infrequent update pattern.

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Who built it?

Radiation Oncology Institute

2 apps tracked · Medical

RO ToolboxRO Toolbox
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User Sentiment

What do users think recently?

Fresh user feedback skews thrilled. Users appreciate the core application experience provides high utility and satisfaction for long-term users since initial launch.

How are ratings & reviews evolving?

App Store
4.50 · 4
Google Play
0.00 · 0

What users say, by theme

What Users Love
  • The core application experience provides high utility and satisfaction for long-term users since initial launch

3 of 3 recent reviews analyzed · limited sample

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Competition

Competitive landscape for RO Toolbox

How's the Medical market?

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.

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The rivals identified

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The Analyst's Read

Key takeaways for RO Toolbox

Where is it heading?

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.

The SWOT

Core Strengths
  • Non-profit funding model removes paywalls
  • Category authority via ASTRO Foundation backing
Critical Frictions 2 weaknesses inside
Growth Levers
  • B2B grant pipeline integration
Market Threats 1 threat identified

Next best moves

1 Maintain · 1 Invest

Audit clinical guideline library because the five-month inactivity gap risks data staleness → maintain professional trust

+ 1 more prioritized move

The counter-intuitive read

The non-profit status is a competitive advantage, not a weakness…

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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.

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Sources

  1. [1] App Store, source

Report last updated

Disclosure: Independent intel to help mobile builders succeed.

AI-powered analysis with automated quality gates, built from publicly available sources. Marlvel.ai is not affiliated with, endorsed by, or sponsored by RO Toolbox, its developer, the app publisher, Apple, or Google Play. All trademarks, logos, and screenshots referenced remain the property of their respective owners.

Cite this report

Marlvel.ai. “RO Toolbox Intelligence Report.” Updated Sep 28, 2026. https://marlvel.ai/apps/ro-toolbox

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