Products

Contour+ (MVision AI Segmentation)
MVision AI
Oncology AI
Contour+ by MVision AI is an AI-powered auto-segmentation software for radiation therapy, automating the delineation of organs-at-risk and lymph nodes to enhance efficiency, consistency, and patient care.
Dose+
MVision AI
Oncology AI
Dose+ is an AI-powered software for dose prediction and personalized radiotherapy treatment planning, specifically designed to optimize prostate and pelvic lymph node radiotherapy workflows.
MVision AI Segmentation
MVision AI
Oncology AI
MVision AI offers AI-powered solutions for radiotherapy treatment planning, automating segmentation and dose prediction to enhance efficiency, consistency, and quality in cancer care.

See all 3 products →

About MVision AI

MVision AI is a pioneering healthcare AI company that specializes in developing cloud-based, AI-powered software solutions for radiotherapy treatment planning in cancer care. Their core mission is to enhance the efficiency and impact of cancer treatment by automating repetitive tasks and standardizing radiotherapy planning workflows.

For physicians, MVision AI’s technology, including their flagship products like Contour+ and the Guideline-Based Segmentation (GBS™) suite, offers significant advantages. Contour+ is an AI-powered auto-contouring software that automates the delineation of organs-at-risk and lymph node volumes, adhering to industry contouring guidelines such as ESTRO, EPTN, RTOG, and the UK SABR Consortium. This automation aims to reduce the time spent on treatment planning, allowing clinicians to focus more on personalized treatment plans and ultimately decreasing patient waiting times from weeks to days. The company also offers Verify, a tool for assessing contour accuracy, and Guide, a training environment to improve practitioners’ skills. Their Dose+ product, which received FDA 510(k) clearance in September 2025, provides patient-specific dose predictions to facilitate efficient plan optimization. MVision AI’s solutions are designed to integrate seamlessly into existing clinical workflows, providing valuable insights for faster, more accurate, and streamlined radiotherapy treatment planning. The technology has been utilized in treating over 200,000 cancer patients across 14 countries.

Focus Areas

AI-powered radiotherapy planning auto-contouring dose prediction synthetic imaging workflow automation cancer treatment

Business Intelligence

TechnologyCloud-based AI platform (Workspace+) utilizing 3D deep learning, integrates with DICOM-compliant treatment planning systems

What Physicians Need to Know

Specialization
MVision AI specializes in AI-powered solutions for radiation therapy, focusing on automating and standardizing radiotherapy treatment planning. Their offerings include auto-contouring, dose prediction, synthetic imaging, and workflow automation for cancer care.
Key Differentiators
MVision AI's key differentiators include their Guideline-Based Segmentation (GBS™) approach, which trains AI models on over 25 international consensus guidelines (like ESTRO and RTOG) to ensure consistent and high-quality contours. Their Workspace+ platform offers a modular architecture, allowing clinics to adopt solutions progressively and integrate them seamlessly into existing workflows. They emphasize clinical oversight, ensuring AI-generated outputs are transparent and reviewable by clinicians.
Technology Stack
MVision AI's core technology relies on 3D deep learning for auto-contouring and other AI modules. Their Workspace+ platform unifies contouring (Contour+), synthetic imaging (Image+), dose prediction (Dose+), and contour propagation (Adapt+) in a secure environment. The solutions operate as DICOM services, ensuring compatibility with major treatment planning systems.
Auto-Contouring (Contour+)
Contour+ delivers AI-generated contours of anatomical structures, aiming for guideline-based consistency and rapid turnaround across various anatomical sites, including male pelvis, breast, head and neck, thorax, female pelvis, brain, and abdomen. Studies have shown significant time savings (an average of 43.6 minutes across all structures) and reduced inter-observer variability.
Dose Prediction (Dose+)
Dose+ generates patient-specific 3D dose predictions using CT images and structure sets. It features specialized AI models for prostate and pelvic lymph node radiotherapy, generating VMAT-style dose distributions that serve as personalized starting points for treatment plan optimization. This module is designed to boost consistency by 20% and reduce manual work.
Synthetic Imaging (Image+)
Image+ converts MRI, CBCT, and contrast-enhanced CT into synthetic CT images for photon dose calculation workflows.
Workflow Automation & Adapt+
MVision AI automates repetitive tasks in radiotherapy preparation workflows, reducing manual effort and enabling streamlined plan preparation. Adapt+ transfers and aligns existing contours between different image sets (CT, synthetic CT, CBCT) using deformable and rigid registration methods to assist offline adaptive workflows.
Guideline-Based Segmentation (GBS™)
GBS™ combines Contour+, Guide, and Verify to standardize contours, reduce variability, and strengthen contouring expertise through training and assessment. Guide provides a library of peer-reviewed, expert-verified reference contours for training and assessing contouring skills.
Physician Tip

For physicians, MVision AI's solutions aim to significantly reduce the time spent on manual contouring, allowing more focus on individual patient needs and complex cases. The AI-generated contours, trained on international guidelines, promote consistency and reduce inter-planner variability, leading to more standardized and high-quality treatment plans. The modular nature of their Workspace+ platform allows for flexible integration, enabling clinics to adopt specific AI tools based on their priorities without disrupting existing workflows. The transparency in AI outputs, with clinician review and adjustment capabilities, ensures that physicians maintain control and confidence in decision-making. Furthermore, the Dose+ module provides personalized starting points for dose planning, potentially streamlining the optimization process and improving plan consistency.

MVision AI's Workspace+ platform runs as a DICOM service and integrates directly with major DICOM-compliant treatment planning systems such as Varian Eclipse TPS, RayStation, and Monaco. This seamless integration is designed to simplify deployment and complement existing clinical workflows without requiring local tuning or customization. The platform is also GDPR and HIPAA compliant, ensuring data protection and patient privacy.

Products by MVision AI

3 products in the directory

Contour+ (MVision AI Segmentation)
MVision AI
Oncology AI
Contour+ by MVision AI is an AI-powered auto-segmentation software for radiation therapy, automating the delineation of organs-at-risk and lymph nodes to enhance efficiency, consistency, and patient care.
Dose+
MVision AI
Oncology AI
Dose+ is an AI-powered software for dose prediction and personalized radiotherapy treatment planning, specifically designed to optimize prostate and pelvic lymph node radiotherapy workflows.
MVision AI Segmentation
MVision AI
Oncology AI
MVision AI offers AI-powered solutions for radiotherapy treatment planning, automating segmentation and dose prediction to enhance efficiency, consistency, and quality in cancer care.

What the Web Says

MVision AI is a company that provides cloud-based AI software services for radiotherapy treatment planning, aiming to standardize contouring and automate segmentation to streamline workflows. Their Contour+ model has shown high accuracy in clinical evaluations, often requiring only minor or no adjustments in a significant percentage of cases. The software is designed to integrate with existing hospital systems and is HIPAA and GDPR compliant. While there are positive indicators from clinical studies and user experiences, there is limited information available on employer reviews from major platforms like Glassdoor or Capterra specifically for "MVision AI", with some general AI company reviews on Indeed showing mixed sentiment.

Overall: Mixed

Strengths

  • High accuracy in auto-contouring, with studies showing minor or no adjustments needed in many cases.
  • Significantly reduces contouring time, allowing clinicians to focus on more complex tasks.
  • Standardizes contouring and automates segmentation, enhancing consistency and reliability in treatment planning.
  • Integrates seamlessly with existing hospital systems.
  • HIPAA and GDPR compliant, ensuring data security and privacy.
  • Positive impact on clinical workflows and planning timelines.

Limitations

  • Limited public employer reviews specifically for "MVision AI" on major platforms like Glassdoor or Capterra.
  • General AI company reviews on platforms like Indeed show mixed sentiment regarding work-life balance, pay, and management.
  • AI models reflect training data, and performance may be weaker for atypical anatomies or pediatric cases, requiring human review.
  • The actual time and cost savings depend on the extent of human review and editing required for AI-generated contours.
  • Requires a lot of data and training to work well, which can be time-consuming and expensive.
  • May struggle with unusual conditions or lighting.

Based on reviews from: G2, Glassdoor, Capterra, Software Advice, Indeed, AuntMinnieEurope, Slashdot, alphaXRT, AVIA Marketplace, The Bridgwater Brief, Reddit

Last updated: 2026-10-25

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Press & Coverage

Tech Funding News
MVision AI picks €5.4M to automate and speed up cancer treatments
MVision AI raised €5.4 million in post-seed funding to accelerate cancer treatment automation and expand its cloud-based platform globally.
2023-03
FinSMEs
MVision AI Raises €5.4M in Funding
MVision AI, a Helsinki-based cloud-based software service provider for radiotherapy treatment planning, secured €5.4M in funding led by J12 Ventures and Voima Ventures.
2023-03
MVision AI
MVision AI's Dose+ Receives FDA 510(k) Clearance for Clinical Use in the United States
MVision AI announced that its AI-powered solution, Dose+, received FDA 510(k) clearance, authorizing its clinical use in the U.S. for dose prediction and personalized radiotherapy treatment planning.
2025-09
MVision AI
MVision AI Secures FDA 510(k) Clearance for Contour+ Advanced CT and MR Models
MVision AI received FDA 510(k) clearance for new and updated models of its Contour+ auto-contouring solution, expanding its capabilities for organs-at-risk and lymph node regions in the U.S. market.
2024-10
MVision AI
MVision AI Receives FDA 510(k) Clearance for Guideline-Based Segmentation Radiotherapy Software
MVision AI announced FDA 510(k) clearance for its guideline-based, AI-powered software for automatic segmentation in radiotherapy, aiming to improve precision and consistency in cancer treatment.
2022-05
MVision AI
MVision AI Announces Dose+: Dose Prediction Software for AI-driven Radiation Therapy Planning
MVision AI introduced Dose+, a software medical device for AI-powered dose prediction in radiation therapy planning, validated for prostate and pelvic lymph node cases.
2025-03
MVision AI
MVision AI Founder Mahmudul Hasan Returns as CEO to Lead Next Phase of Growth
Mahmudul Hasan, founder of MVision AI, returned as CEO to lead the company's growth phase, following product momentum including the launch of Workspace+ and FDA clearance for Dose+.
2025-09
MVision AI
MVision AI Working on Agreement to Offer Contour+ Access™ with Philips CT Simulators
MVision AI is collaborating with Philips on an agreement to integrate its Contour+ Access AI-powered auto-contouring software directly with Philips CT simulators to streamline planning workflows.
2025-09

Frequently Asked Questions

MVision AI provides AI-powered solutions for radiation therapy, including auto-contouring for organs-at-risk (OARs) and target volumes, dose prediction, and synthetic imaging. These solutions are designed to integrate seamlessly with existing radiotherapy treatment planning systems (RTPS) and oncology information systems (OIS) to automate and streamline various steps in the treatment planning process, aiming to reduce manual effort and improve consistency.
MVision AI's auto-contouring and dose prediction models are developed using extensive datasets and validated through rigorous testing against clinical ground truth. The company emphasizes guideline-based segmentation (GBS™) to ensure contours adhere to established clinical protocols. Validation processes often involve collaborations with leading cancer centers and peer-reviewed publications to demonstrate accuracy and clinical utility.
MVision AI's products are developed in compliance with relevant medical device regulations. The company holds CE marking for its solutions in Europe, indicating conformity with health, safety, and environmental protection standards. MVision AI is also actively pursuing and has obtained FDA clearance for its products in the United States, demonstrating adherence to stringent regulatory requirements for medical devices.
MVision AI typically offers flexible pricing models, which may include subscription-based licensing or per-use agreements, tailored to the specific needs and scale of the healthcare provider. While exact pricing details are usually discussed directly with potential clients, the company aims to demonstrate significant cost savings through increased efficiency, reduced treatment planning times, and optimized resource utilization.
MVision AI provides comprehensive technical support, including initial implementation assistance, on-site or remote training for clinical staff, and ongoing maintenance services. This includes troubleshooting, software updates, and performance monitoring to ensure the continuous and optimal operation of their AI platforms within the clinical environment.
MVision AI actively collaborates with leading cancer centers, research institutions, and other healthcare technology companies. These partnerships are crucial for validating their AI models, gaining clinical insights, and integrating their solutions with a broader ecosystem of radiotherapy equipment and software. Such collaborations enhance product development, accelerate innovation, and expand their market reach.
MVision AI's long-term vision is to revolutionize cancer care by making radiation therapy more precise, efficient, and accessible through advanced AI. The company is continuously investing in research and development to expand its product portfolio and enhance existing solutions. With strong partnerships, regulatory clearances, and a growing customer base, MVision AI demonstrates a stable position and positive outlook in the competitive healthcare AI market.

Investors

Who's funded MVision AI.

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