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Data Labeling · Workflow Automation

TheraPanacea

ART-Plan by TheraPanacea is a CE-marked and FDA-authorised AI suite for radiation oncology. It auto-contours 270+ organs at risk and lymph nodes, generates treatment plans and flags adaptive replanning, inside the clinic's existing workflow.

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Overview

What is TheraPanacea?

TheraPanacea is a Paris-based medical AI company, a spin-off of Paris-Saclay University with a US office in Cambridge, Massachusetts. Its flagship product, ART-Plan (and the newer ART-Plan+), is presented as the AI companion to a radiotherapy department's treatment planning system, and it is a regulated medical device with its own UDI codes and published technical information sheets. The company timeline records the 2017 founding, CE and FDA approval in 2019 for commercial use in organ-at-risk delineation, expansion across five continents in 2021, and AI for planning and adaptive workflows in 2025.

The suite has three modules. Segmentation automatically delineates 270+ organs at risk and lymph nodes on CT, MR and synthetic CT, adds MRI tumour segmentation for glioblastoma and multiple metastases, brachytherapy structures, and multi-modality fusion with rigid and deformable registration across CT, MR, PET, CBCT and 4DCT. Eight structure libraries cover head and neck, thorax, breast, abdomen, male and female pelvis and brain, each aligned to published delineation guidelines such as DAHANCA 2020, EPTN, ESTRO and RTOG consensus papers. The vendor cites a peer-reviewed reduction of manual tasks of more than 93%. Planning, marketed as SmartPlan, builds vendor-agnostic treatment plans in minutes, optimises target coverage and organ sparing, reduces variability between planners and exports automatically to the treatment planning system. Adaptive, or AdaptBox, runs in the background: it generates synthetic CT from CBCT, re-delineates organs, propagates target contours, recalculates and compares dose, and raises protocol-driven alerts in a customisable dashboard.

The company reports 300 clinical sites, roughly a thousand years of clinical time saved, 75+ employees and 23 nationalities. Nothing about it is self-service: intended users are trained clinicians familiar with radiation therapy — medical physicists, dosimetrists and radiation oncologists — every contour must be verified by an authorised person, and the software is contraindicated outside radiotherapy and unsuitable as a basis for diagnosis.

What it does

  • Automatically contour 270+ organs at risk and lymph nodes on CT, MR and synthetic CT in minutes
  • Generate a complete radiotherapy treatment plan and export it automatically to the treatment planning system
  • Recalculate and compare delivered versus planned dose on the day's imaging, then raise protocol-based replanning alerts
  • Produce synthetic CT from MR or from CBCT for supported anatomies
  • Fuse multi-modality images with rigid and deformable registration across CT, MR, PET, CBCT and 4DCT
  • Delineate tumours on MRI, including glioblastoma and multiple metastases
  • Feed a customisable dashboard and report templates for treatment monitoring
Audience

When to use TheraPanacea / When not to

A quick filter to help you decide if TheraPanacea is the right fit.

When to use TheraPanacea

  • Radiation oncologists who spend hours delineating organs at risk before every treatment plan
  • Medical physicists and dosimetrists looking to standardise planning quality and cut turnaround time
  • Radiotherapy departments running offline adaptive workflows from daily CBCT imaging
  • Cancer centres already equipped with Monaco-Mosaiq, Eclipse-ARIA or RayStation
  • Clinical trial teams that need consistent, guideline-based contouring quality control across sites

When not to use TheraPanacea

  • Anyone outside radiotherapy: the software is formally contraindicated beyond that context
  • Clinicians looking for a diagnostic tool, which the vendor explicitly says this is not
  • Patients and members of the public, since use is restricted to trained professionals in a clinical setting
  • Solo practitioners or small teams wanting self-service sign-up, as there is no free plan, trial or public price
  • Mobile-first users, because the platform is not usable on tablets or smartphones
Get started

How to use TheraPanacea

A typical end-to-end flow, from setup to results.

  1. Contact TheraPanacea through the Request a Demo form, choosing between a demo, a general enquiry or a partnership
  2. Agree a contract, then decide between an on-site server and the cloud option
  3. Specify the server environment before the installation date: an air-conditioned room and a high-voltage outlet are required
  4. Have TheraPanacea perform the installation, since self-installation is explicitly forbidden
  5. Install the ART-Plan Connect companion application on a local Windows machine if the workflow needs it
  6. Import DICOM studies (CT, MR, PET, 4DCT, CBCT), compressing them into a .zip file when loading from local storage
  7. Check the required DICOM tags, especially patient position and frame of reference, against the DICOM Conformance Statement
  8. Run automatic contouring, which takes roughly two to three minutes per anatomy depending on the number of structures
  9. Review, validate and if necessary correct the proposed contours with the manual and semi-automatic tools
  10. Generate the plan with SmartPlan, import it into the treatment planning system for dose calculation, review and approval, then monitor the course of treatment in the Adaptive dashboard
Quick read

Pros & Cons

Pros

  • A regulated medical device, CE marked and FDA authorised since 2019 for organ-at-risk delineation
  • Time savings backed by published evidence: more than 93% fewer manual tasks, and a five- to sixfold faster delineation reported by Gustave Roussy
  • Unusually broad anatomical coverage, with 270+ structures across eight libraries by region and modality
  • Contours aligned to published international guidelines, which directly attacks inter-operator variability
  • Vendor-agnostic planning and OIS/TPS interoperability rather than lock-in to one hardware ecosystem
  • Real third-party integrations, including segmentation embedded in Brainlab Elements and a partnership with LAP's RadCalc
  • A visible commitment that personal health data is not transferred outside the European Economic Area

Cons

  • No public pricing at all: no tariff page, no plans, no free trial, everything routes through a demo request
  • No published terms of service or licence agreement; the only legal page covers the website, not the product
  • Model availability varies by market and no list of covered markets is ever published
  • Automatic plan generation is validated on three configurations only: Monaco-Mosaiq, Eclipse-ARIA and RayStation
  • AdaptBox synthetic CT is restricted to Elekta and Varian CBCT; other scanners may give incorrect results
  • Heavy on-premise setup: a dedicated server, an air-conditioned room, a high-voltage outlet and firewall work
  • No public API, no developer documentation, and no usable experience on tablets or smartphones
Pricing

Pricing & Plans

TheraPanacea publishes no pricing information. There is no permanent free plan and no free trial announced anywhere on the site, and the complete sitemap contains no pricing page, so no entry-level price or currency can be quoted. ART-Plan is sold under contract to healthcare institutions: the only route to a quotation is the demo request form, after which terms — including whether the cloud option is included — are set contractually.

Prices and plans listed above may evolve. Always check the official pricing page before subscribing.
Trust & Privacy

Data, GDPR & hosting

A consolidated view of how TheraPanacea handles your data.

GDPR overview

GDPR compliance is claimed in plain words: the privacy policy states that personal data and privacy are protected by TheraPanacea and handled in accordance with the General Data Protection Regulation. Four data subject rights are listed — access, erasure, rectification and objection — with dpo@therapanacea.eu as the contact address, repeated on the contact page, and a pointer to the French CNIL. Every page footer carries a stronger commitment: no transfers of personal health data outside the European Economic Area. As the publisher is established in Paris, no Article 27 representative is required. The gaps are real, though: the policy dates from 11 November 2023, addresses only website visitors, and nowhere covers a data processing agreement, a subprocessor list, retention periods or a minimum age.

Who owns the data?

TheraPanacea publishes no terms and conditions and no licence agreement, so ownership of clinical data is not addressed publicly and is instead governed by the commercial contract. The only legal page, Legal Info & Privacy Policy (last updated 11 November 2023), covers website visitors only, and names TheraPanacea as the controller for data collected through the site. In practice, imaging data stays with the customer: ART-Plan runs on a server installed at the clinical site or on a contractual cloud option, and DICOM export back to the treatment planning system is driven by the user. The vendor warns that deleting DICOM files from the platform is irreversible and that copies should be kept elsewhere.

Reuse rights

Because no terms of use are published, the site sets out no restriction on how a customer may reuse its own outputs. Functionally, reuse is designed in: contours, registered images, synthetic CT and generated plans are all exportable in DICOM to other software, and the Planning module advertises automatic export to the treatment planning system. Two caveats come from the vendor itself. Non-validated contours can technically be exported, but must be validated before being used for treatment planning. And generated images such as projections or pseudo-CT must be traceable through their DICOM tags so they are never mistaken for original acquisitions. On the website side, data collected through the demo request form and Google Analytics serves contact and audience measurement only.

Data retention & training

Retention summary
TheraPanacea does not publish a fixed retention period. The technical documentation states that the retention time of stored data is configurable case by case according to the client's needs, which means the answer lives in each contract rather than in a public policy. Deletion is irreversible, and the vendor advises exporting data to external storage before deleting it, and making sure patient DICOM files are stored on another medium first. No anonymisation rule and no automatic deletion schedule are described. The privacy policy, last updated on 11 November 2023, sets out no retention period for website visitor data either.
GDPR contact

Hosting summary

The clearest statement is repeated in the footer of every page: no transfers of personal health data to countries outside the European Economic Area. Beyond that geographic boundary, no specific hosting country or provider is named for patient data. Two deployment modes exist: a server installed inside the clinical facility, or a cloud option agreed in the contract. In cloud mode, results are automatically sent out to the DICOM output applications the customer has configured, so the destination of exported data is under the customer's control. One point deserves care when reading the privacy policy: the only named host, one.com SARL in Paris, hosts the corporate website www.therapanacea.eu, not ART-Plan patient data. Similarly, therapanacea.com resolves to a US-located IP address, which reflects delivery of the marketing site rather than where clinical data lives. The publisher is established in France.

Hosting regions
EEA
Watch-outs

Things to keep in mind

Risks and trade-offs to weigh before adopting TheraPanacea.

  • Automation bias is the central risk: accepting a proposed contour without truly reviewing it, because it looks plausible and the queue is long
  • Skill erosion, as zero-click contouring can quietly hollow out the delineation expertise of junior staff who never learn the hard cases
  • Output quality follows image quality: artefacts, implants, low resolution or lossy compression can produce wrong contours that still look clean
  • Incorrect DICOM metadata, such as patient position or frame of reference, can cause studies to be grouped or registered wrongly
  • Exporting non-validated contours to another system, which the vendor explicitly advises against, can propagate an unchecked structure into treatment
  • Deletion inside the platform is irreversible, so a routine cleanup without an external copy is unrecoverable
  • Contractual dependency: beyond the contract period the vendor no longer maintains the installed version, and patient-data terms live in that contract rather than in any public document
Setup

Setup & Integrations

Technical difficulty

High, and deliberately so. Customers cannot install ART-Plan themselves: TheraPanacea performs the installation, and the environment must be specified in advance. An on-premise deployment needs a dedicated server in an air-conditioned room with a high-voltage outlet, with no other devices sharing it, plus firewall work since active firewalls can block access. The ART-Plan Connect companion application is Windows-only. DICOM integration must be configured, including required tags and output applications. The cloud option removes most hardware constraints. Once live, day-to-day use is browser-based on a 17-inch or larger screen.

Deployment

Web appDesktop app

Integrations

Elekta Varian Monaco Mosaiq Eclipse ARIA RayStation Brainlab RadCalc
Company

Behind TheraPanacea

Company name
TheraPanacea
Founded
INFORMATION_NOT_FOUND
Country of origin
🇫🇷 France
Headquarters
8-10 avenue Ledru-Rollin, 75012 Paris - France
US office
185 Alewife Brook Pkwy, Ste. 210, Cambridge, MA 02138
UBO
INFORMATION_NOT_FOUND
UBO country
INFORMATION_NOT_FOUND
Domain registrar country
🇺🇸 United States

Fundraising

2018: EUR 3.5 million raised from Therinvest, a family investment fund led by Arnaud Gobet
2019: EUR 2.5 million in non-dilutive funding from the European Horizon 2020 SME Instrument, Phase II

Social

Official links

Resources

All the official URLs gathered for verification and reference.

FAQ

Frequently asked questions

What is ART-Plan?
ART-Plan is TheraPanacea's AI software suite for radiotherapy. It is a regulated medical device organised into three modules: Segmentation for automatic contouring, Planning for automatic treatment plan generation, and Adaptive for automated replanning assessment.
Who is allowed to use it?
Use is restricted to trained clinicians familiar with radiation therapy — typically medical physicists, medical dosimetrists and radiation oncologists — and only within a radiation therapy clinical setting.
How many anatomical structures can it contour?
More than 270 organs at risk and lymph nodes, across CT, MR and synthetic CT models, plus MRI tumour segmentation for glioblastoma and multiple metastases and dedicated brachytherapy structures.
How long does automatic contouring take?
Under optimal conditions the vendor states two to three minutes for one anatomy, varying with the number of structures detected and with other tasks running at the same time.
Can ART-Plan be used to make a diagnosis?
No. TheraPanacea states that the software should not be used as a basis for diagnosis, and that it is contraindicated outside the context of radiotherapy.
Do the AI-generated contours still need to be checked?
Yes. The automatic contouring function only makes a proposal, and every contour must be verified and validated by one or more suitably qualified people before it is used.
Which treatment planning systems does it work with?
Plans are exported in DICOM and the vendor claims vendor-agnostic planning, but only the Monaco-Mosaiq, Eclipse-ARIA and RayStation configurations are validated. AdaptBox synthetic CT is supported on Elekta and Varian CBCT.
How is it deployed?
It is a web solution running on a server installed at the clinical site by TheraPanacea, or on a contractual cloud option. A companion application, ART-Plan Connect, is installed locally and runs on Windows only.
How much does it cost?
No price is published. There is no free plan and no free trial; pricing is agreed under contract after a demo request.
Where is health data hosted?
TheraPanacea states on every page of its site that there are no transfers of personal health data to countries outside the European Economic Area. No specific hosting country is named for patient data.
Conclusion

Should you pick TheraPanacea?

TheraPanacea is not a general-purpose AI product and should not be judged as one. ART-Plan is a clinical instrument, and its value shows up in throughput and consistency inside a radiotherapy department: 270+ structures contoured in minutes rather than hours, plans built to the same standard whoever is on shift, and adaptive assessments that run overnight instead of waiting for someone to find the time. The maturity signals are genuine — a medical device certified since 2019, 300 clinical sites claimed, segmentation embedded in Brainlab Elements, a partnership with LAP's RadCalc, and a research library of well over a hundred publications and multi-centre evaluations.

The counterweight is how little the buyer can assess alone. There is no price, no published terms of service, no API and no trial: every question ends at a demo request and a contract. Model availability differs by market and the list is never published, automatic planning is validated on three planning system configurations only, and AdaptBox synthetic CT depends on Elekta or Varian CBCT. On-premise deployment means a dedicated server, a properly equipped room and firewall work before anyone contours anything.

On governance the picture is mixed in an interesting way. The footer commitment that no personal health data leaves the European Economic Area is stronger than what most vendors state, and the publisher is French with a named DPO. Yet the only legal document on the site covers website visitors, dates from November 2023, and says nothing about a data processing agreement, subprocessors or retention periods. For a hospital, that means the real diligence happens in the contract. The AI proposes; a qualified human still signs off on every contour and every plan.